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		<id>http://wikis.swarthmore.edu/ling073/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=Drosset1</id>
		<title>LING073 - User contributions [en]</title>
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		<updated>2026-10-24T22:09:59Z</updated>
		<subtitle>User contributions</subtitle>
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	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10694</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10694"/>
				<updated>2019-05-15T04:07:43Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Specs for rule-based */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features (such as much larger coverage, many more words added to the bilingual dictionary, new disambiguation rules, and 2 new structural transfer rules) and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese!&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (actually higher than poster because of new evaluation metric): 6.78%&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Rule-based coverage==&lt;br /&gt;
&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
===Bilingual Coverage===&lt;br /&gt;
* Number of times &amp;quot;*&amp;quot; showed up in translation of the bible initially: 97380&lt;br /&gt;
* Number of times &amp;quot;*&amp;quot; shows up in the translation of the bible now: 59835&lt;br /&gt;
&lt;br /&gt;
==Further work==&lt;br /&gt;
===Documented ambiguity in Kaingang===&lt;br /&gt;
We haven&amp;#039;t employed rules for the vast majority of these but we compiled a list of all ambiguous words in the translator!&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 jãn - (v tv sg) rasgar / (v iv sg) rezar, cantar hinos religiosos&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn - (v i) comer / (v tv) dar de comer&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn - (v tv sg) descascar milho / (v iv sg) emparelhar, responder, discutir&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10693</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10693"/>
				<updated>2019-05-15T04:07:07Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Word Error Rate */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features (such as much larger coverage, many more words added to the bilingual dictionary, new disambiguation rules, and 2 new structural transfer rules) and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese!&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (actually higher than poster because of new evaluation metric): 6.78%&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Coverage===&lt;br /&gt;
&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
===Bilingual Coverage===&lt;br /&gt;
* Number of times &amp;quot;*&amp;quot; showed up in translation of the bible initially: 97380&lt;br /&gt;
* Number of times &amp;quot;*&amp;quot; shows up in the translation of the bible now: 59835&lt;br /&gt;
==Further work==&lt;br /&gt;
===Documented ambiguity in Kaingang===&lt;br /&gt;
We haven&amp;#039;t employed rules for the vast majority of these but we compiled a list of all ambiguous words in the translator!&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 jãn - (v tv sg) rasgar / (v iv sg) rezar, cantar hinos religiosos&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn - (v i) comer / (v tv) dar de comer&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn - (v tv sg) descascar milho / (v iv sg) emparelhar, responder, discutir&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10692</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10692"/>
				<updated>2019-05-15T04:06:58Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Specs for rule-based */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features (such as much larger coverage, many more words added to the bilingual dictionary, new disambiguation rules, and 2 new structural transfer rules) and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese!&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (actually higher than poster because of new evaluation metric): 6.78%&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Coverage===&lt;br /&gt;
&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
===Bilingual Coverage===&lt;br /&gt;
* Number of times &amp;quot;*&amp;quot; showed up in translation of the bible initially: 97380&lt;br /&gt;
* Number of times &amp;quot;*&amp;quot; shows up in the translation of the bible now: 59835&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Further work==&lt;br /&gt;
===Documented ambiguity in Kaingang===&lt;br /&gt;
We haven&amp;#039;t employed rules for the vast majority of these but we compiled a list of all ambiguous words in the translator!&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 jãn - (v tv sg) rasgar / (v iv sg) rezar, cantar hinos religiosos&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn - (v i) comer / (v tv) dar de comer&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn - (v tv sg) descascar milho / (v iv sg) emparelhar, responder, discutir&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10691</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10691"/>
				<updated>2019-05-15T03:59:39Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* What we did */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features (such as much larger coverage, many more words added to the bilingual dictionary, new disambiguation rules, and 2 new structural transfer rules) and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese!&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (actually higher than poster because of new evaluation metric): 6.78%&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Coverage===&lt;br /&gt;
&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Further work==&lt;br /&gt;
===Documented ambiguity in Kaingang===&lt;br /&gt;
We haven&amp;#039;t employed rules for the vast majority of these but we compiled a list of all ambiguous words in the translator!&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 jãn - (v tv sg) rasgar / (v iv sg) rezar, cantar hinos religiosos&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn - (v i) comer / (v tv) dar de comer&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn - (v tv sg) descascar milho / (v iv sg) emparelhar, responder, discutir&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10690</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10690"/>
				<updated>2019-05-15T03:56:44Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Documented ambiguity in Kaingang */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features (such as much larger coverage, new disambiguation rules, and 2 new structural transfer rules) and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese!&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (actually higher than poster because of new evaluation metric): 6.78%&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Coverage===&lt;br /&gt;
&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Further work==&lt;br /&gt;
===Documented ambiguity in Kaingang===&lt;br /&gt;
We haven&amp;#039;t employed rules for the vast majority of these but we compiled a list of all ambiguous words in the translator!&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 jãn - (v tv sg) rasgar / (v iv sg) rezar, cantar hinos religiosos&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn - (v i) comer / (v tv) dar de comer&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn - (v tv sg) descascar milho / (v iv sg) emparelhar, responder, discutir&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10689</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10689"/>
				<updated>2019-05-15T03:53:06Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Documented ambiguity in Kaingang */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features (such as much larger coverage, new disambiguation rules, and 2 new structural transfer rules) and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese!&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (actually higher than poster because of new evaluation metric): 6.78%&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Coverage===&lt;br /&gt;
&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Further work==&lt;br /&gt;
===Documented ambiguity in Kaingang===&lt;br /&gt;
We haven&amp;#039;t employed rules for the vast majority of these but we compiled a list of all ambiguous words in the translator!&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 ã -&lt;br /&gt;
 ãjag -&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 eg -&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 inh -&lt;br /&gt;
 jãn -&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn -&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn -&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10688</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10688"/>
				<updated>2019-05-15T03:51:51Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* What we did */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features (such as much larger coverage, new disambiguation rules, and 2 new structural transfer rules) and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese!&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (actually higher than poster because of new evaluation metric): 6.78%&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Coverage===&lt;br /&gt;
&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Documented ambiguity in Kaingang==&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 ã -&lt;br /&gt;
 ãjag -&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 eg -&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 inh -&lt;br /&gt;
 jãn -&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn -&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn -&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10687</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10687"/>
				<updated>2019-05-15T03:49:21Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Accuracy */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features to and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese! &lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (actually higher than poster because of new evaluation metric): 6.78%&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Coverage===&lt;br /&gt;
&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Documented ambiguity in Kaingang==&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 ã -&lt;br /&gt;
 ãjag -&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 eg -&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 inh -&lt;br /&gt;
 jãn -&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn -&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn -&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10686</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10686"/>
				<updated>2019-05-15T03:48:44Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Specs for rule-based */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features to and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese! &lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy: &lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Coverage===&lt;br /&gt;
&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Documented ambiguity in Kaingang==&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 ã -&lt;br /&gt;
 ãjag -&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 eg -&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 inh -&lt;br /&gt;
 jãn -&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn -&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn -&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10685</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10685"/>
				<updated>2019-05-15T03:42:08Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Number of... */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features to and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese! &lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy: &lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Coverage===&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Documented ambiguity in Kaingang==&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 ã -&lt;br /&gt;
 ãjag -&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 eg -&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 inh -&lt;br /&gt;
 jãn -&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn -&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn -&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10684</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10684"/>
				<updated>2019-05-15T03:33:12Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Documented ambiguity in Kaingang */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features to and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese! &lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy: &lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Documented ambiguity in Kaingang==&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 ã -&lt;br /&gt;
 ãjag -&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 eg -&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 inh -&lt;br /&gt;
 jãn -&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn -&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn -&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10683</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10683"/>
				<updated>2019-05-15T03:32:25Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Documented ambiguity in Kaingang */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features to and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese! &lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy: &lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Documented ambiguity in Kaingang==&lt;br /&gt;
 ag - (pr pes) eles / (pr dem) os&lt;br /&gt;
 ã -&lt;br /&gt;
 ãjag -&lt;br /&gt;
 e - (mod) muito / (v iv) fazer, causar&lt;br /&gt;
 eg -&lt;br /&gt;
 ẽmĩ - (n) pao de milho / (v iv) tatear, apalpar&lt;br /&gt;
 fa - (n) perna, planta, amargo / (v tv sg) lavar roupa&lt;br /&gt;
 fag - (pr pes) elas / (pr dem) as&lt;br /&gt;
 fi - (pr pes) ela / (pr dem) a&lt;br /&gt;
 ge - (mod) entao, tambem / (n) semelhante / (v iv) fazer igual&lt;br /&gt;
 gé - (mod) tambem / (v tv pl) levar, carregar&lt;br /&gt;
 gunhgunh - (n) picao preto / (v tv pl) fincar&lt;br /&gt;
 han - (v iv sg) sarar, melhorar / (v tv sg) fazer&lt;br /&gt;
 he - (ij) sim / (v tv) dizer&lt;br /&gt;
 hur - (o) ja / (v iv sg) caimbra&lt;br /&gt;
 hỹn - (o) de certo, provavelmente / (int) onde?&lt;br /&gt;
 inh -&lt;br /&gt;
 jãn -&lt;br /&gt;
 jãvãnh - (mod) recusar, nao saber fazer / (v tv sg) esperar, procurar&lt;br /&gt;
 jé - (su) futuro / (n) reza, hino&lt;br /&gt;
 jẽn -&lt;br /&gt;
 jo - (conj) entao / (cir) antes, na frente&lt;br /&gt;
 jũn - (n) palmito / (v tv) embrabecer&lt;br /&gt;
 kafãn -&lt;br /&gt;
 ke - (n) sobra, resto / (v iv) futuro, fazer, dizer&lt;br /&gt;
 ker - (o) cuidado / (n) presente de comida, cama de barbante de urtiga&lt;br /&gt;
 kre - (n) balaio, coxa / (v tv pl) cortar, ceifar&lt;br /&gt;
 kren - (mod) quase / (v iv sg) escapar / (v tv sg) perder&lt;br /&gt;
 krenkren - (v iv pl) escapar / (v tv pl) perder&lt;br /&gt;
 kur - (o) ligeiro, rapido! / (n) roupa, vestido&lt;br /&gt;
 mé - (mod) fazer diariamente, ligeiro, gostar de fazer / (n) carneiro&lt;br /&gt;
 mẽ - (mod) muito, ligeiro / (v tv sg) cheirar, escutar, sentir, tocar&lt;br /&gt;
 mro - (v iv sg) tomar banho / (v tv sg) por de molho&lt;br /&gt;
 mũ - (a) fazendo, narrativo, acao unica, consequencia / (v iv pl) andar&lt;br /&gt;
 mỹ - (cir) para / (su) pergunta&lt;br /&gt;
 mỹr - (o) verdadeiro, e certo / (conj) ?&lt;br /&gt;
 ne - (su) originador / (v tv sg) enterrar / (n) enterrado / de / (int) o que?&lt;br /&gt;
 nẽ - (a) sera que? / (v tv) cobrir encostado&lt;br /&gt;
 nig - (n) lagoa, poco / (v tv sg) dar pontape&lt;br /&gt;
 nĩ - (a) na situacao de, sentado, ter, ter a obrigacao, condicao / (n) carne / (v iv sg) sentar&lt;br /&gt;
 nỹ - (a) deitado / (su) topico na pergunta / (n) mae, irma da mae / (v iv sg) deitar-se&lt;br /&gt;
 nỹtĩ - (a) sendo, ter / (v iv pl) existir&lt;br /&gt;
 ón - not ambiguous actually&lt;br /&gt;
 pẽ - (mod) muito, o verdadeiro / (n) braco&lt;br /&gt;
 ra - (cir) para, na direcao de, apesar de / (n) queixo / (a) faca ja!&lt;br /&gt;
 rã - (cir) perto, por baixo de / (n) sol, maduro / (v iv sg) entrar, comecar, estar perto de&lt;br /&gt;
 rán - (n) encosta, declive, barranco, subida, perau / (v tv sg) escrever&lt;br /&gt;
 rãké - (v iv) chegando tarde / tarde ?&lt;br /&gt;
 rãnhrãj - (n) trabalho / (v tv pl) trabalhar&lt;br /&gt;
 re - (n) grama, campo, fora de casa / (v iv) encher-se de bebida / (v iv pl) descer&lt;br /&gt;
 sa - (a) pendurado / (n) sal, cachoeira / (v iv) pendurado / (v tv) pendurar, pregar&lt;br /&gt;
 se - (n) quati / (v tv sg) amarrar, prender / (ij) puxa!&lt;br /&gt;
 tãnh - (n) morador, dono / (v iv) fazer forte, habituar-se&lt;br /&gt;
 ti - (pr pes) ele / (pr dem) o&lt;br /&gt;
 to - not ambiguous?&lt;br /&gt;
 tógfĩn - (n) gaviao / (v tv sg) atar, amarrar&lt;br /&gt;
 tũ - not ambiguous?&lt;br /&gt;
 tỹ - (cir) com, por / (erg) / (ex) / (top)&lt;br /&gt;
 ũn - not ambiguous&lt;br /&gt;
 vãn - (n) taquara / (v tv sg) carregar coisa comprida&lt;br /&gt;
 vãnh - (mod) nao querer ou poder fazer algo / (n) capoeira, mato, plantas curtas&lt;br /&gt;
 ve - (n) aparencia, natureza, irma de um homem, primeiro / (v iv sg) parecer ser / (v tv sg) ver, enxergar&lt;br /&gt;
 vo - (v iv) barulho de andar no mato, coracao batendo / (n) macuco&lt;br /&gt;
 vỹ - (su) topico / (o) sera que e? / (voc) homem! moco!&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10681</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10681"/>
				<updated>2019-05-15T03:27:55Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Accuracy */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features to and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese! &lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy: &lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 9.91%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 21.4%&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Documented ambiguity in Kaingang==&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10680</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10680"/>
				<updated>2019-05-15T03:27:25Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Accuracy */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features to and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese! &lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy: &lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy: 0.09910740279632312&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy: 0.21369239840801263&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy: (currently training on new larger corpus, so no final accuracy yet)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Documented ambiguity in Kaingang==&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10679</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10679"/>
				<updated>2019-05-15T03:25:45Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Coverage */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features to and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese! &lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (different from poster because of the new evaluation metric):&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
* Coverage over new testament:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
* Coverage over dictionary sentences:&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-por-corpus/kgp.sentences.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32659&lt;br /&gt;
 Coverage: 92.72%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 23	 prũ&lt;br /&gt;
 23	 tãg&lt;br /&gt;
 22	 kyr&lt;br /&gt;
 20	 mỹnh&lt;br /&gt;
 20	 régre&lt;br /&gt;
 18	 pir&lt;br /&gt;
 18	 féj&lt;br /&gt;
 17	 jã&lt;br /&gt;
 17	 Kusa&lt;br /&gt;
 17	 nĩgé&lt;br /&gt;
 16	 kãtĩ&lt;br /&gt;
 16	 jamã&lt;br /&gt;
 15	 venh&lt;br /&gt;
 15	 gãnh&lt;br /&gt;
 15	 jakré&lt;br /&gt;
 14	 nug&lt;br /&gt;
 Translation time: 0.1878523826599121 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Documented ambiguity in Kaingang==&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10678</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10678"/>
				<updated>2019-05-15T03:24:10Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Coverage */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features to and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese! &lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (different from poster because of the new evaluation metric):&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
 $ aq-covtest ../ling073-kgp-corpus/kgp.corpus.large.txt kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406362&lt;br /&gt;
 Coverage: 92.93%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 375	 cidade&lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 270	 nĩnh&lt;br /&gt;
 269	 tũꞌ&lt;br /&gt;
 Translation time: 1.422363042831421 seconds&lt;br /&gt;
&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Documented ambiguity in Kaingang==&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10677</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10677"/>
				<updated>2019-05-15T03:21:13Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==What we did==&lt;br /&gt;
* Added many more features to and improved performance of rule-based transducer&lt;br /&gt;
* Trained a neural network with 75% of our parallel corpus and tested with 25% using OpenNMT&lt;br /&gt;
* Documented ambiguity in Kaingang&lt;br /&gt;
* Created parallel corpora for the whole new testament between Kaingang and Portuguese! &lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (different from poster because of the new evaluation metric):&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
==Documented ambiguity in Kaingang==&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10676</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10676"/>
				<updated>2019-05-15T03:16:49Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Evaluation Metric */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy) &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (different from poster because of the new evaluation metric):&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10675</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10675"/>
				<updated>2019-05-15T03:16:41Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Evaluation Metric */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy)&lt;br /&gt;
&lt;br /&gt;
 &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (different from poster because of the new evaluation metric):&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10674</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10674"/>
				<updated>2019-05-15T03:16:32Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Evaluation Metric */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 &lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (different from poster because of the new evaluation metric):&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy:&lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10673</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10673"/>
				<updated>2019-05-15T03:16:19Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Specs for rule-based */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 &lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10672</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10672"/>
				<updated>2019-05-15T03:15:46Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Accuracy */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 &lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (different from poster because of the new evaluation metric):&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy:&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10671</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10671"/>
				<updated>2019-05-15T03:14:26Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Evaluation Metric */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 &lt;br /&gt;
 average_accuracy = sum(correct_word_percentage)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy)&lt;br /&gt;
&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (different from poster because of the new evaluation metric):&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy:&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10670</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10670"/>
				<updated>2019-05-15T03:13:56Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Evaluation */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation Metric==&lt;br /&gt;
Our new evaluation accounts for the fact that words in the Apertium translation sentences has # and * symbols. The accuracy script looks something like this:&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 &lt;br /&gt;
 average_accuracy = sum(true_word_counts)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy)&lt;br /&gt;
==Specs for rule-based==&lt;br /&gt;
===Number of...=== &lt;br /&gt;
===Coverage===&lt;br /&gt;
===Word Error Rate===&lt;br /&gt;
===Accuracy===&lt;br /&gt;
Initial RBMT accuracy (different from poster because of the new evaluation metric):&lt;br /&gt;
 &lt;br /&gt;
Final RBMT accuracy:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Initial NMT accuracy:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Final NMT accuracy:&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10669</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10669"/>
				<updated>2019-05-15T03:08:38Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Evaluation */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation==&lt;br /&gt;
&lt;br /&gt;
 correct_word_percentage = []&lt;br /&gt;
 for i in range(len(true_translations)):&lt;br /&gt;
    correct_word_count = 0&lt;br /&gt;
    for word in prediction[i].split():&lt;br /&gt;
       if word.strip(&amp;quot;\n&amp;quot;).strip(&amp;quot;*&amp;quot;).strip(&amp;quot;#&amp;quot;) in true_translations[i]:&lt;br /&gt;
          correct_word_count += 1&lt;br /&gt;
    correct_word_percentage.append(correct_word_percentage/len(prediction[i].split()))&lt;br /&gt;
 &lt;br /&gt;
 average_accuracy = sum(true_word_counts)/len(correct_word_percentage)&lt;br /&gt;
 print(average_accuracy)&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10668</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10668"/>
				<updated>2019-05-15T02:45:28Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Idea */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We wanted to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10667</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10667"/>
				<updated>2019-05-15T02:45:12Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* The project: RBMT or NMT? */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
===Background===&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
===Idea===&lt;br /&gt;
We hoped to find out how well a neural machine translation could work with a language that didn&amp;#039;t have millions of parallel lines (in fact, we have ~10,000). We also wanted to compare it to our rule-based transducer, which we&amp;#039;ve been making additions to since the end of the semester.&lt;br /&gt;
===Motivation===&lt;br /&gt;
This is the only (at least easily accessible when searching) machine translation available between Kaingang and another language. The motivation behind our project was to possibly allow the Kaingang people to not have to choose between teaching Kaingang or Portuguese to later generations. We hoped (if at some point one of the translators was state-of-the-art) any need for Portuguese could be accessed through the translator, which would be an incentive to keep the language Kaingang alive.&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10666</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10666"/>
				<updated>2019-05-15T02:30:20Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* The project */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project: RBMT or NMT?==&lt;br /&gt;
Kaingang is a language spoken in the southern Brazil region. It has roughly 20,000 speakers, many of whom are bilingual with Portuguese. Kaingang is one the most well-documented languages of indigenous peoples of Brazil; however, in our project, we were only able to use a [https://www.sil.org/resources/archives/42876 Kaingang-Portuguese dictionary] and a [https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf Kaingang new testament bible] (the other resources were written in languages we didn&amp;#039;t read).&lt;br /&gt;
&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10665</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10665"/>
				<updated>2019-05-15T02:17:08Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project==&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10664</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10664"/>
				<updated>2019-05-15T02:17:02Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project==&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Transducer Kaingang transducer]&lt;br /&gt;
[https://github.com/daniellerossetti/Kaingang-Portuguese-Translator Kaingang-Portuguese translator]&lt;br /&gt;
==Evaluation==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10663</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10663"/>
				<updated>2019-05-15T02:15:59Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==The project==&lt;br /&gt;
==Links to repositories==&lt;br /&gt;
&lt;br /&gt;
==Evaluation==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10662</id>
		<title>Kaingang and Portuguese/Final Project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Final_Project&amp;diff=10662"/>
				<updated>2019-05-15T02:13:44Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: Created page with &amp;quot;Category:Sp19 FinalProjects&amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Sp19 FinalProjects]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10524</id>
		<title>Kaingang and Portuguese</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10524"/>
				<updated>2019-05-01T00:33:18Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Additions for &amp;quot;Polished RBMT System&amp;quot; assignment */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [[Kaingang]] and [[Portuguese]]. [https://github.com/erick-guti-prado/apertium-por]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por Repository for language pair]&lt;br /&gt;
&lt;br /&gt;
*[https://github.com/erick-guti-prado/apertium-por Portuguese transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus Parallel corpus]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar Contrastive Grammar between Kaingang and Portuguese]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Lexical_Selection Lexical selection]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Structural_Transfer Structural Transfer]&lt;br /&gt;
&lt;br /&gt;
==kgp → por Evaluation==&lt;br /&gt;
===Coverage (number of forms analysed) of Kaingang transducer on kgp.sentences.txt file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32669&lt;br /&gt;
 Coverage: 89.98%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 160	 há&lt;br /&gt;
 60	 kaga&lt;br /&gt;
 52	 mẽg&lt;br /&gt;
 47	 sĩ&lt;br /&gt;
 46	 si&lt;br /&gt;
 44	 nĩn&lt;br /&gt;
 43	 kanẽ&lt;br /&gt;
 42	 Ka&lt;br /&gt;
 40	 ka&lt;br /&gt;
 39	 ké&lt;br /&gt;
 37	 fe&lt;br /&gt;
 34	 pẽn&lt;br /&gt;
 33	 rá&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 27	 panh&lt;br /&gt;
 26	 jafã&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 24	 Jesus&lt;br /&gt;
 Translation time: 0.08736515045166016 seconds&lt;br /&gt;
&lt;br /&gt;
===Coverage of Kaingang-Portuguese transducer (xyz-abc.automorf.hfst) on the same file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp-por/kgp-por.automorf.bin &lt;br /&gt;
 Number of tokenised words in the corpus: 34281&lt;br /&gt;
 Coverage: 58.82%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 739	 vỹ&lt;br /&gt;
 300	 ki&lt;br /&gt;
 287	 fi&lt;br /&gt;
 280	 to&lt;br /&gt;
 198	 há&lt;br /&gt;
 189	 sóg&lt;br /&gt;
 188	 vẽnh&lt;br /&gt;
 182	 tũ&lt;br /&gt;
 171	 tá&lt;br /&gt;
 145	 nĩgtĩ&lt;br /&gt;
 135	 tĩg&lt;br /&gt;
 134	 ha&lt;br /&gt;
 127	 mẽ&lt;br /&gt;
 121	 pẽ&lt;br /&gt;
 114	 kar&lt;br /&gt;
 114	 mág&lt;br /&gt;
 111	 nén&lt;br /&gt;
 111	 kã&lt;br /&gt;
 105	 jẽ&lt;br /&gt;
 102	 kri&lt;br /&gt;
 Translation time: 0.06977176666259766 seconds&lt;br /&gt;
===10 sentences===&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ag mỹ tóg, e tĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Ficaram surpresos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Eles para #ele, #fazer #tendo ido.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ti mré ke ag vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; São os seus companheiros.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré ke&amp;lt;mod&amp;gt;/parente&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Ele #parente #eles #é.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kã’ég ũ tóg sá nĩ, ũ tóg kusũg nĩ, ũ tóg tánh nĩ, ũ tóg kógnár nĩ, e ti nỹtĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Algumas araras são pretas, outras vermelhas, outras verdeazuis, outras pintadas, há muitas variedades.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^sá&amp;lt;mod&amp;gt;/preto&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kusũg&amp;lt;mod&amp;gt;/vermelho&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tánh&amp;lt;mod&amp;gt;/azul&amp;lt;adj&amp;gt;/verde&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kógnár&amp;lt;mod&amp;gt;/pintado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^nỹtĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;pl&amp;gt;/existir&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Arara #alguém #ele #preto #sentar, #alguém #ele #vermelho #sentar, #alguém #ele #azul #sentar, #alguém #ele #pintado #sentar, #fazer #ele #existir&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Tãnh jũn kym ẽg tĩ, kỹ ẽg tóg, ti fár tar ẽn vãvãm tĩ, jó ẽg ti fár tãnãj ẽn mré ti kãtá ke ẽn ko tĩ, tãnh kaju ti.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039;  Cortamos o palmito, jogamos fora a casca dura e comemos a casca mole com o coração.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^jũn&amp;lt;n&amp;gt;/palmito&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^kym&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/cortar&amp;lt;vblex&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^*tar/*tar$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^vãvãm&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pl&amp;gt;/vender&amp;lt;vblex&amp;gt;/descartar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jó&amp;lt;cir&amp;gt;/antes&amp;lt;adv&amp;gt;/em frente&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^tãnãj&amp;lt;n&amp;gt;/mole&amp;lt;adj&amp;gt;&amp;lt;mf&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^*kãtá/*kãtá$ ^ke&amp;lt;n&amp;gt;/sobra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/resto&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^ko&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/usar&amp;lt;vblex&amp;gt;/comer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^tãnh&amp;lt;n&amp;gt;/palmeira&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kaju&amp;lt;v&amp;gt;/empurrar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Palmeira #palmito #cortar #nós #tendo ido, então #nós #ele, #ele #pele *tar #aquele #vender #tendo ido, #antes #nós #ele #pele #mole #aquele com #ele *kãtá #sobra #aquele #usar #tendo ido, #palmeira #empurrar #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ũ tóg ẽg pãnĩ tá ẽg jé prẽr tĩ, kỹ ẽg tóg, vĩrĩn ke kỹ ti mĩ ẽvãnh kỹ, ti mré vĩ mũ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes alguém nos chama nas nossas costas, aí nós nos viramos para olhá-lo e falar com ele.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^jé prẽr&amp;lt;v&amp;gt;&amp;lt;sv&amp;gt;/chamar&amp;lt;vblex&amp;gt;&amp;lt;sv&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^vĩrĩn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/virar-se&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^ẽvãnh&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/enxergar&amp;lt;vblex&amp;gt;/observar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vĩ&amp;lt;n&amp;gt;/palavra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/discurso&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^mũ&amp;lt;a&amp;gt;/fazendo&amp;lt;vblex&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #alguém #ele #nós atrás #nós #chamar #tendo ido, então #nós #ele, #virar-se então #ele dentro #enxergar então, #ele com #palavra #fazendo daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039;Kejẽn ẽg tóg, re ra kutẽ tĩ, ẽg tỹ ĩn kãkã nĩ ra, kỹ ẽg tóg, jãnkã nón kỹ króm ke tĩ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes quando saímos para fora da casa abrimos a porta e saímos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Kejẽn&amp;lt;cir&amp;gt;/Às vezes&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^re&amp;lt;n&amp;gt;/fora&amp;lt;adv&amp;gt;/grama&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/campo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^kutẽ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/cair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ĩn&amp;lt;n&amp;gt;/casa&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kãkã&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/cavoucar&amp;lt;vblex&amp;gt;/revistar&amp;lt;vblex&amp;gt;/vasculhar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jãnkã&amp;lt;n&amp;gt;/porta&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^nón&amp;lt;cir&amp;gt;/após&amp;lt;pr&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^króm ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/sair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039;Às vezes #nós #ele, fora para #cair #tendo ido, #nós por #casa #cavoucar #sentar para, então #nós #ele, #porta após então #sair #tendo ido daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ẽg japry tóg jonjor sag tĩ, kỹ ẽg tóg ti rãgfãn tĩ, ẽg tỹ vẽnhrã hã ti tĩn jé.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes o nosso caminho tem muitas curvas, então nós o endireitamos para ficar mais reto.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^japry&amp;lt;n&amp;gt;/caminho# de algo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;/caminho# de alguém&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^jonjor&amp;lt;n&amp;gt;/curvas&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/ziguezague&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^sag&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/atar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^rãgfãn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/endireitar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vẽnh rã hã&amp;lt;cir&amp;gt;/perto&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/fazer andar&amp;lt;vblex&amp;gt;/passar por cima de&amp;lt;vblex&amp;gt;$ ^jé&amp;lt;n&amp;gt;/reza&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #nós #caminho# de algo #ele #curvas #atar #tendo ido, então #nós #ele #ele #endireitar #tendo ido, #nós por perto #ele #fazer andar #reza.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; “#Eu #assustar #tu,” sim #ele. “#Eu para #tu #ele por, #alguém #sentar #mostrar #sentar #é, #igual para #tu #ele por, #tu #igual #sentar”, sim #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kyfé tỹ ag tóg, jagnẽ mĩ tỹ kririn ke ja nĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Eles haviam se riscado um ao outro com uma faca.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jagnẽ&amp;lt;prn&amp;gt;/si mesmo&amp;lt;prn&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^kririn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/riscar&amp;lt;vblex&amp;gt;$ ^ja&amp;lt;mod&amp;gt;/feito&amp;lt;adj&amp;gt;/terminado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Faca por #eles #ele, #si mesmo dentro por #riscar #feito #sentar.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ẽg tỹ ũ mũmẽg han kỹ ẽg tóg, ti pãnĩ tá ti vóg tĩ; ẽg tỹ ti vatánh vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Quando queremos dar um susto em alguém, nós o pegamos por trás, assim nós o assustamos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^mũmẽg&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/estar com medo&amp;lt;vblex&amp;gt;$ ^han&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sarar&amp;lt;vblex&amp;gt;/melhorar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vóg&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/mexer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^;&amp;lt;sent&amp;gt;/;&amp;lt;sent&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vatánh&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/enganar&amp;lt;vblex&amp;gt;/assustar&amp;lt;vblex&amp;gt;/contrariar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Nós por #alguém #estar com medo #sarar então #nós #ele, #ele atrás #ele #mexer #tendo ido; #nós por #ele #enganar #é.&lt;br /&gt;
&lt;br /&gt;
==Additions for &amp;quot;Polished RBMT System&amp;quot; assignment==&lt;br /&gt;
*Added 103 words to the bilingual dictionary &lt;br /&gt;
*Added 6 disambiguation rules&lt;br /&gt;
*Added 2 lexical transfer rules&lt;br /&gt;
&lt;br /&gt;
==Final evaluation==&lt;br /&gt;
===kgp transducer===&lt;br /&gt;
*Precision and recall against annotated.basic corpus:&lt;br /&gt;
 $ precisionRecall ../ling073-kgp-corpus/kgp.annotated.basic.txt ../ling073-kgp-corpus/kgp.annotated.basic.txt&lt;br /&gt;
 Totals: 139 forms, 427 tp, 0 fp, 0 tn, 0 fn&lt;br /&gt;
 Precision: 100.00000%&lt;br /&gt;
 Recall: 100.00000%&lt;br /&gt;
&lt;br /&gt;
*Coverage over the large corpus:&lt;br /&gt;
 $ aq-covtest ling073-kgp-corpus/kgp.corpus.large.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406588&lt;br /&gt;
 Coverage: 91.99%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 726	 nĩn&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 377	 jafã&lt;br /&gt;
 375	 cidade &lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 Translation time: 1.0561802387237549 seconds&lt;br /&gt;
*The number of words in the large corpus: 366,209 &lt;br /&gt;
*The number of stems in the transducer: 2,299&lt;br /&gt;
&lt;br /&gt;
===kgp-por pair===&lt;br /&gt;
*WER over longer corpus:&lt;br /&gt;
*PER over longer corpus:&lt;br /&gt;
*Proportion of stems translated correctly in the longer corpus:&lt;br /&gt;
*Trimmed coverage over longer and large corpora:&lt;br /&gt;
*The number of tokens in longer corpora:&lt;br /&gt;
*The number of tokens in large corpora: 406,588&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19_TranslationPairs]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang/Universal_Dependencies&amp;diff=10523</id>
		<title>Kaingang/Universal Dependencies</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang/Universal_Dependencies&amp;diff=10523"/>
				<updated>2019-05-01T00:16:30Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;#039;&amp;#039;kgp.annotated2.ud.conllu&amp;#039;&amp;#039; and &amp;#039;&amp;#039;kgp.annotated2.nomorph.conllu&amp;#039;&amp;#039; are the files we chose to train the parser on (not &amp;#039;&amp;#039;kgp.annotated.ud.conllu&amp;#039;&amp;#039; or &amp;#039;&amp;#039;kgp.annotated.nomorph.conllu&amp;#039;&amp;#039;).&lt;br /&gt;
&lt;br /&gt;
==Evaluation==&lt;br /&gt;
===Number of forms, UAS, LAS scores for &amp;#039;&amp;#039;kgp.annotated2.ud.conllu&amp;#039;&amp;#039;===&lt;br /&gt;
 $ udpipe --accuracy --parse kgp.withmorph.udpipe ../kgp.annotated2.ud.conllu&lt;br /&gt;
 Loading UDPipe model: done.&lt;br /&gt;
 Parsing from gold tokenization with gold tags - forms: 160, UAS: 70.62%, LAS: 55.00%&lt;br /&gt;
*Number of sentences in corpus: 18&lt;br /&gt;
&lt;br /&gt;
===Number of forms, UAS, LAS scores for &amp;#039;&amp;#039;kgp.annotated2.nomorph.conllu&amp;#039;&amp;#039;===&lt;br /&gt;
 $ udpipe --accuracy --parse kgp.nomorph.udpipe ../kgp.annotated2.nomorph.conllu&lt;br /&gt;
 Loading UDPipe model: done.&lt;br /&gt;
 Parsing from gold tokenization with gold tags - forms: 160, UAS: 70.62%, LAS: 55.00%&lt;br /&gt;
*Number of sentences in corpus: 18&lt;br /&gt;
&lt;br /&gt;
==Dependency==&lt;br /&gt;
(for each relation: a description of the relation, noting various ways it might be used in the language; and two examples of the relation from your corpus, preferably illustrating what you described.)&lt;br /&gt;
===Five dependency relations that we used at least twice in our annotation===&lt;br /&gt;
====case====&lt;br /&gt;
====nsubj====&lt;br /&gt;
====advmod====&lt;br /&gt;
====nmod:poss====&lt;br /&gt;
====obj====&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category: sp19_UD]] [[Category: Kaingang]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang/Universal_Dependencies&amp;diff=10522</id>
		<title>Kaingang/Universal Dependencies</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang/Universal_Dependencies&amp;diff=10522"/>
				<updated>2019-04-30T23:59:24Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Dependency */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;#039;&amp;#039;kgp.annotated2.ud.conllu&amp;#039;&amp;#039; and &amp;#039;&amp;#039;kgp.annotated2.nomorph.conllu&amp;#039;&amp;#039; are the files we chose to train the parser on (not &amp;#039;&amp;#039;kgp.annotated.ud.conllu&amp;#039;&amp;#039; or &amp;#039;&amp;#039;kgp.annotated.nomorph.conllu&amp;#039;&amp;#039;).&lt;br /&gt;
&lt;br /&gt;
==Evaluation==&lt;br /&gt;
===Number of forms, UAS, LAS scores for &amp;#039;&amp;#039;kgp.annotated2.ud.conllu&amp;#039;&amp;#039;===&lt;br /&gt;
 $ udpipe --accuracy --parse kgp.withmorph.udpipe ../kgp.annotated2.ud.conllu&lt;br /&gt;
 Loading UDPipe model: done.&lt;br /&gt;
 Parsing from gold tokenization with gold tags - forms: 160, UAS: 70.62%, LAS: 55.00%&lt;br /&gt;
*Number of sentences in corpus: 18&lt;br /&gt;
&lt;br /&gt;
===Number of forms, UAS, LAS scores for &amp;#039;&amp;#039;kgp.annotated2.nomorph.conllu&amp;#039;&amp;#039;===&lt;br /&gt;
 $ udpipe --accuracy --parse kgp.nomorph.udpipe ../kgp.annotated2.nomorph.conllu&lt;br /&gt;
 Loading UDPipe model: done.&lt;br /&gt;
 Parsing from gold tokenization with gold tags - forms: 160, UAS: 70.62%, LAS: 55.00%&lt;br /&gt;
*Number of sentences in corpus: 18&lt;br /&gt;
&lt;br /&gt;
==Dependency==&lt;br /&gt;
(for each relation: a description of the relation, noting various ways it might be used in the language; and two examples of the relation from your corpus, preferably illustrating what you described.)&lt;br /&gt;
===Five dependency relations that we used at least twice in our annotation===&lt;br /&gt;
====case====&lt;br /&gt;
====nsubj====&lt;br /&gt;
====advmod====&lt;br /&gt;
====nmod:poss====&lt;br /&gt;
====obj====&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category: sp19_UD]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang/Universal_Dependencies&amp;diff=10521</id>
		<title>Kaingang/Universal Dependencies</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang/Universal_Dependencies&amp;diff=10521"/>
				<updated>2019-04-30T23:55:17Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;#039;&amp;#039;kgp.annotated2.ud.conllu&amp;#039;&amp;#039; and &amp;#039;&amp;#039;kgp.annotated2.nomorph.conllu&amp;#039;&amp;#039; are the files we chose to train the parser on (not &amp;#039;&amp;#039;kgp.annotated.ud.conllu&amp;#039;&amp;#039; or &amp;#039;&amp;#039;kgp.annotated.nomorph.conllu&amp;#039;&amp;#039;).&lt;br /&gt;
&lt;br /&gt;
==Evaluation==&lt;br /&gt;
===Number of forms, UAS, LAS scores for &amp;#039;&amp;#039;kgp.annotated2.ud.conllu&amp;#039;&amp;#039;===&lt;br /&gt;
 $ udpipe --accuracy --parse kgp.withmorph.udpipe ../kgp.annotated2.ud.conllu&lt;br /&gt;
 Loading UDPipe model: done.&lt;br /&gt;
 Parsing from gold tokenization with gold tags - forms: 160, UAS: 70.62%, LAS: 55.00%&lt;br /&gt;
*Number of sentences in corpus: 18&lt;br /&gt;
&lt;br /&gt;
===Number of forms, UAS, LAS scores for &amp;#039;&amp;#039;kgp.annotated2.nomorph.conllu&amp;#039;&amp;#039;===&lt;br /&gt;
 $ udpipe --accuracy --parse kgp.nomorph.udpipe ../kgp.annotated2.nomorph.conllu&lt;br /&gt;
 Loading UDPipe model: done.&lt;br /&gt;
 Parsing from gold tokenization with gold tags - forms: 160, UAS: 70.62%, LAS: 55.00%&lt;br /&gt;
*Number of sentences in corpus: 18&lt;br /&gt;
&lt;br /&gt;
==Dependency==&lt;br /&gt;
&lt;br /&gt;
[[Category: sp19_UD]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang/Universal_Dependencies&amp;diff=10520</id>
		<title>Kaingang/Universal Dependencies</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang/Universal_Dependencies&amp;diff=10520"/>
				<updated>2019-04-30T23:54:05Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Evaluation */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==Evaluation==&lt;br /&gt;
===Number of forms, UAS, LAS scores for &amp;#039;&amp;#039;kgp.annotated2.ud.conllu&amp;#039;&amp;#039;===&lt;br /&gt;
 $ udpipe --accuracy --parse kgp.withmorph.udpipe ../kgp.annotated2.ud.conllu&lt;br /&gt;
 Loading UDPipe model: done.&lt;br /&gt;
 Parsing from gold tokenization with gold tags - forms: 160, UAS: 70.62%, LAS: 55.00%&lt;br /&gt;
*Number of sentences in corpus: 18&lt;br /&gt;
&lt;br /&gt;
===Number of forms, UAS, LAS scores for &amp;#039;&amp;#039;kgp.annotated2.nomorph.conllu&amp;#039;&amp;#039;===&lt;br /&gt;
 $ udpipe --accuracy --parse kgp.nomorph.udpipe ../kgp.annotated2.nomorph.conllu&lt;br /&gt;
 Loading UDPipe model: done.&lt;br /&gt;
 Parsing from gold tokenization with gold tags - forms: 160, UAS: 70.62%, LAS: 55.00%&lt;br /&gt;
*Number of sentences in corpus: 18&lt;br /&gt;
&lt;br /&gt;
==Dependency==&lt;br /&gt;
&lt;br /&gt;
[[Category: sp19_UD]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10519</id>
		<title>Kaingang and Portuguese</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10519"/>
				<updated>2019-04-30T23:49:21Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [[Kaingang]] and [[Portuguese]]. [https://github.com/erick-guti-prado/apertium-por]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por Repository for language pair]&lt;br /&gt;
&lt;br /&gt;
*[https://github.com/erick-guti-prado/apertium-por Portuguese transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus Parallel corpus]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar Contrastive Grammar between Kaingang and Portuguese]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Lexical_Selection Lexical selection]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Structural_Transfer Structural Transfer]&lt;br /&gt;
&lt;br /&gt;
==kgp → por Evaluation==&lt;br /&gt;
===Coverage (number of forms analysed) of Kaingang transducer on kgp.sentences.txt file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32669&lt;br /&gt;
 Coverage: 89.98%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 160	 há&lt;br /&gt;
 60	 kaga&lt;br /&gt;
 52	 mẽg&lt;br /&gt;
 47	 sĩ&lt;br /&gt;
 46	 si&lt;br /&gt;
 44	 nĩn&lt;br /&gt;
 43	 kanẽ&lt;br /&gt;
 42	 Ka&lt;br /&gt;
 40	 ka&lt;br /&gt;
 39	 ké&lt;br /&gt;
 37	 fe&lt;br /&gt;
 34	 pẽn&lt;br /&gt;
 33	 rá&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 27	 panh&lt;br /&gt;
 26	 jafã&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 24	 Jesus&lt;br /&gt;
 Translation time: 0.08736515045166016 seconds&lt;br /&gt;
&lt;br /&gt;
===Coverage of Kaingang-Portuguese transducer (xyz-abc.automorf.hfst) on the same file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp-por/kgp-por.automorf.bin &lt;br /&gt;
 Number of tokenised words in the corpus: 34281&lt;br /&gt;
 Coverage: 58.82%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 739	 vỹ&lt;br /&gt;
 300	 ki&lt;br /&gt;
 287	 fi&lt;br /&gt;
 280	 to&lt;br /&gt;
 198	 há&lt;br /&gt;
 189	 sóg&lt;br /&gt;
 188	 vẽnh&lt;br /&gt;
 182	 tũ&lt;br /&gt;
 171	 tá&lt;br /&gt;
 145	 nĩgtĩ&lt;br /&gt;
 135	 tĩg&lt;br /&gt;
 134	 ha&lt;br /&gt;
 127	 mẽ&lt;br /&gt;
 121	 pẽ&lt;br /&gt;
 114	 kar&lt;br /&gt;
 114	 mág&lt;br /&gt;
 111	 nén&lt;br /&gt;
 111	 kã&lt;br /&gt;
 105	 jẽ&lt;br /&gt;
 102	 kri&lt;br /&gt;
 Translation time: 0.06977176666259766 seconds&lt;br /&gt;
===10 sentences===&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ag mỹ tóg, e tĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Ficaram surpresos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Eles para #ele, #fazer #tendo ido.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ti mré ke ag vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; São os seus companheiros.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré ke&amp;lt;mod&amp;gt;/parente&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Ele #parente #eles #é.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kã’ég ũ tóg sá nĩ, ũ tóg kusũg nĩ, ũ tóg tánh nĩ, ũ tóg kógnár nĩ, e ti nỹtĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Algumas araras são pretas, outras vermelhas, outras verdeazuis, outras pintadas, há muitas variedades.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^sá&amp;lt;mod&amp;gt;/preto&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kusũg&amp;lt;mod&amp;gt;/vermelho&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tánh&amp;lt;mod&amp;gt;/azul&amp;lt;adj&amp;gt;/verde&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kógnár&amp;lt;mod&amp;gt;/pintado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^nỹtĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;pl&amp;gt;/existir&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Arara #alguém #ele #preto #sentar, #alguém #ele #vermelho #sentar, #alguém #ele #azul #sentar, #alguém #ele #pintado #sentar, #fazer #ele #existir&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Tãnh jũn kym ẽg tĩ, kỹ ẽg tóg, ti fár tar ẽn vãvãm tĩ, jó ẽg ti fár tãnãj ẽn mré ti kãtá ke ẽn ko tĩ, tãnh kaju ti.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039;  Cortamos o palmito, jogamos fora a casca dura e comemos a casca mole com o coração.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^jũn&amp;lt;n&amp;gt;/palmito&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^kym&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/cortar&amp;lt;vblex&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^*tar/*tar$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^vãvãm&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pl&amp;gt;/vender&amp;lt;vblex&amp;gt;/descartar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jó&amp;lt;cir&amp;gt;/antes&amp;lt;adv&amp;gt;/em frente&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^tãnãj&amp;lt;n&amp;gt;/mole&amp;lt;adj&amp;gt;&amp;lt;mf&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^*kãtá/*kãtá$ ^ke&amp;lt;n&amp;gt;/sobra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/resto&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^ko&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/usar&amp;lt;vblex&amp;gt;/comer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^tãnh&amp;lt;n&amp;gt;/palmeira&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kaju&amp;lt;v&amp;gt;/empurrar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Palmeira #palmito #cortar #nós #tendo ido, então #nós #ele, #ele #pele *tar #aquele #vender #tendo ido, #antes #nós #ele #pele #mole #aquele com #ele *kãtá #sobra #aquele #usar #tendo ido, #palmeira #empurrar #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ũ tóg ẽg pãnĩ tá ẽg jé prẽr tĩ, kỹ ẽg tóg, vĩrĩn ke kỹ ti mĩ ẽvãnh kỹ, ti mré vĩ mũ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes alguém nos chama nas nossas costas, aí nós nos viramos para olhá-lo e falar com ele.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^jé prẽr&amp;lt;v&amp;gt;&amp;lt;sv&amp;gt;/chamar&amp;lt;vblex&amp;gt;&amp;lt;sv&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^vĩrĩn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/virar-se&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^ẽvãnh&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/enxergar&amp;lt;vblex&amp;gt;/observar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vĩ&amp;lt;n&amp;gt;/palavra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/discurso&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^mũ&amp;lt;a&amp;gt;/fazendo&amp;lt;vblex&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #alguém #ele #nós atrás #nós #chamar #tendo ido, então #nós #ele, #virar-se então #ele dentro #enxergar então, #ele com #palavra #fazendo daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039;Kejẽn ẽg tóg, re ra kutẽ tĩ, ẽg tỹ ĩn kãkã nĩ ra, kỹ ẽg tóg, jãnkã nón kỹ króm ke tĩ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes quando saímos para fora da casa abrimos a porta e saímos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Kejẽn&amp;lt;cir&amp;gt;/Às vezes&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^re&amp;lt;n&amp;gt;/fora&amp;lt;adv&amp;gt;/grama&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/campo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^kutẽ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/cair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ĩn&amp;lt;n&amp;gt;/casa&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kãkã&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/cavoucar&amp;lt;vblex&amp;gt;/revistar&amp;lt;vblex&amp;gt;/vasculhar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jãnkã&amp;lt;n&amp;gt;/porta&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^nón&amp;lt;cir&amp;gt;/após&amp;lt;pr&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^króm ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/sair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039;Às vezes #nós #ele, fora para #cair #tendo ido, #nós por #casa #cavoucar #sentar para, então #nós #ele, #porta após então #sair #tendo ido daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ẽg japry tóg jonjor sag tĩ, kỹ ẽg tóg ti rãgfãn tĩ, ẽg tỹ vẽnhrã hã ti tĩn jé.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes o nosso caminho tem muitas curvas, então nós o endireitamos para ficar mais reto.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^japry&amp;lt;n&amp;gt;/caminho# de algo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;/caminho# de alguém&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^jonjor&amp;lt;n&amp;gt;/curvas&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/ziguezague&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^sag&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/atar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^rãgfãn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/endireitar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vẽnh rã hã&amp;lt;cir&amp;gt;/perto&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/fazer andar&amp;lt;vblex&amp;gt;/passar por cima de&amp;lt;vblex&amp;gt;$ ^jé&amp;lt;n&amp;gt;/reza&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #nós #caminho# de algo #ele #curvas #atar #tendo ido, então #nós #ele #ele #endireitar #tendo ido, #nós por perto #ele #fazer andar #reza.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; “#Eu #assustar #tu,” sim #ele. “#Eu para #tu #ele por, #alguém #sentar #mostrar #sentar #é, #igual para #tu #ele por, #tu #igual #sentar”, sim #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kyfé tỹ ag tóg, jagnẽ mĩ tỹ kririn ke ja nĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Eles haviam se riscado um ao outro com uma faca.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jagnẽ&amp;lt;prn&amp;gt;/si mesmo&amp;lt;prn&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^kririn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/riscar&amp;lt;vblex&amp;gt;$ ^ja&amp;lt;mod&amp;gt;/feito&amp;lt;adj&amp;gt;/terminado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Faca por #eles #ele, #si mesmo dentro por #riscar #feito #sentar.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ẽg tỹ ũ mũmẽg han kỹ ẽg tóg, ti pãnĩ tá ti vóg tĩ; ẽg tỹ ti vatánh vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Quando queremos dar um susto em alguém, nós o pegamos por trás, assim nós o assustamos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^mũmẽg&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/estar com medo&amp;lt;vblex&amp;gt;$ ^han&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sarar&amp;lt;vblex&amp;gt;/melhorar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vóg&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/mexer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^;&amp;lt;sent&amp;gt;/;&amp;lt;sent&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vatánh&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/enganar&amp;lt;vblex&amp;gt;/assustar&amp;lt;vblex&amp;gt;/contrariar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Nós por #alguém #estar com medo #sarar então #nós #ele, #ele atrás #ele #mexer #tendo ido; #nós por #ele #enganar #é.&lt;br /&gt;
&lt;br /&gt;
==Additions for &amp;quot;Polished RBMT System&amp;quot; assignment==&lt;br /&gt;
*Added 103 words to the bilingual dictionary &lt;br /&gt;
*Added 6 disambiguation rules&lt;br /&gt;
&lt;br /&gt;
==Final evaluation==&lt;br /&gt;
===kgp transducer===&lt;br /&gt;
*Precision and recall against annotated.basic corpus:&lt;br /&gt;
 $ precisionRecall ../ling073-kgp-corpus/kgp.annotated.basic.txt ../ling073-kgp-corpus/kgp.annotated.basic.txt&lt;br /&gt;
 Totals: 139 forms, 427 tp, 0 fp, 0 tn, 0 fn&lt;br /&gt;
 Precision: 100.00000%&lt;br /&gt;
 Recall: 100.00000%&lt;br /&gt;
&lt;br /&gt;
*Coverage over the large corpus:&lt;br /&gt;
 $ aq-covtest ling073-kgp-corpus/kgp.corpus.large.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406588&lt;br /&gt;
 Coverage: 91.99%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 726	 nĩn&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 377	 jafã&lt;br /&gt;
 375	 cidade &lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 Translation time: 1.0561802387237549 seconds&lt;br /&gt;
*The number of words in the large corpus: 366,209 &lt;br /&gt;
*The number of stems in the transducer: 2,299&lt;br /&gt;
&lt;br /&gt;
===kgp-por pair===&lt;br /&gt;
*WER over longer corpus:&lt;br /&gt;
*PER over longer corpus:&lt;br /&gt;
*Proportion of stems translated correctly in the longer corpus:&lt;br /&gt;
*Trimmed coverage over longer and large corpora:&lt;br /&gt;
*The number of tokens in longer corpora:&lt;br /&gt;
*The number of tokens in large corpora: 406,588&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19_TranslationPairs]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10518</id>
		<title>Kaingang and Portuguese</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10518"/>
				<updated>2019-04-30T23:48:46Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [[Kaingang]] and [[Portuguese]]. [https://github.com/erick-guti-prado/apertium-por]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por Repository for language pair]&lt;br /&gt;
&lt;br /&gt;
*[https://github.com/erick-guti-prado/apertium-por Portuguese transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus Parallel corpus]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar Contrastive Grammar between Kaingang and Portuguese]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Lexical_Selection Lexical selection]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Structural_Transfer Structural Transfer]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Universal_Dependencies Universal Dependencies]&lt;br /&gt;
&lt;br /&gt;
==kgp → por Evaluation==&lt;br /&gt;
===Coverage (number of forms analysed) of Kaingang transducer on kgp.sentences.txt file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32669&lt;br /&gt;
 Coverage: 89.98%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 160	 há&lt;br /&gt;
 60	 kaga&lt;br /&gt;
 52	 mẽg&lt;br /&gt;
 47	 sĩ&lt;br /&gt;
 46	 si&lt;br /&gt;
 44	 nĩn&lt;br /&gt;
 43	 kanẽ&lt;br /&gt;
 42	 Ka&lt;br /&gt;
 40	 ka&lt;br /&gt;
 39	 ké&lt;br /&gt;
 37	 fe&lt;br /&gt;
 34	 pẽn&lt;br /&gt;
 33	 rá&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 27	 panh&lt;br /&gt;
 26	 jafã&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 24	 Jesus&lt;br /&gt;
 Translation time: 0.08736515045166016 seconds&lt;br /&gt;
&lt;br /&gt;
===Coverage of Kaingang-Portuguese transducer (xyz-abc.automorf.hfst) on the same file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp-por/kgp-por.automorf.bin &lt;br /&gt;
 Number of tokenised words in the corpus: 34281&lt;br /&gt;
 Coverage: 58.82%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 739	 vỹ&lt;br /&gt;
 300	 ki&lt;br /&gt;
 287	 fi&lt;br /&gt;
 280	 to&lt;br /&gt;
 198	 há&lt;br /&gt;
 189	 sóg&lt;br /&gt;
 188	 vẽnh&lt;br /&gt;
 182	 tũ&lt;br /&gt;
 171	 tá&lt;br /&gt;
 145	 nĩgtĩ&lt;br /&gt;
 135	 tĩg&lt;br /&gt;
 134	 ha&lt;br /&gt;
 127	 mẽ&lt;br /&gt;
 121	 pẽ&lt;br /&gt;
 114	 kar&lt;br /&gt;
 114	 mág&lt;br /&gt;
 111	 nén&lt;br /&gt;
 111	 kã&lt;br /&gt;
 105	 jẽ&lt;br /&gt;
 102	 kri&lt;br /&gt;
 Translation time: 0.06977176666259766 seconds&lt;br /&gt;
===10 sentences===&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ag mỹ tóg, e tĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Ficaram surpresos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Eles para #ele, #fazer #tendo ido.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ti mré ke ag vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; São os seus companheiros.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré ke&amp;lt;mod&amp;gt;/parente&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Ele #parente #eles #é.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kã’ég ũ tóg sá nĩ, ũ tóg kusũg nĩ, ũ tóg tánh nĩ, ũ tóg kógnár nĩ, e ti nỹtĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Algumas araras são pretas, outras vermelhas, outras verdeazuis, outras pintadas, há muitas variedades.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^sá&amp;lt;mod&amp;gt;/preto&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kusũg&amp;lt;mod&amp;gt;/vermelho&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tánh&amp;lt;mod&amp;gt;/azul&amp;lt;adj&amp;gt;/verde&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kógnár&amp;lt;mod&amp;gt;/pintado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^nỹtĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;pl&amp;gt;/existir&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Arara #alguém #ele #preto #sentar, #alguém #ele #vermelho #sentar, #alguém #ele #azul #sentar, #alguém #ele #pintado #sentar, #fazer #ele #existir&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Tãnh jũn kym ẽg tĩ, kỹ ẽg tóg, ti fár tar ẽn vãvãm tĩ, jó ẽg ti fár tãnãj ẽn mré ti kãtá ke ẽn ko tĩ, tãnh kaju ti.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039;  Cortamos o palmito, jogamos fora a casca dura e comemos a casca mole com o coração.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^jũn&amp;lt;n&amp;gt;/palmito&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^kym&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/cortar&amp;lt;vblex&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^*tar/*tar$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^vãvãm&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pl&amp;gt;/vender&amp;lt;vblex&amp;gt;/descartar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jó&amp;lt;cir&amp;gt;/antes&amp;lt;adv&amp;gt;/em frente&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^tãnãj&amp;lt;n&amp;gt;/mole&amp;lt;adj&amp;gt;&amp;lt;mf&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^*kãtá/*kãtá$ ^ke&amp;lt;n&amp;gt;/sobra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/resto&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^ko&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/usar&amp;lt;vblex&amp;gt;/comer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^tãnh&amp;lt;n&amp;gt;/palmeira&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kaju&amp;lt;v&amp;gt;/empurrar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Palmeira #palmito #cortar #nós #tendo ido, então #nós #ele, #ele #pele *tar #aquele #vender #tendo ido, #antes #nós #ele #pele #mole #aquele com #ele *kãtá #sobra #aquele #usar #tendo ido, #palmeira #empurrar #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ũ tóg ẽg pãnĩ tá ẽg jé prẽr tĩ, kỹ ẽg tóg, vĩrĩn ke kỹ ti mĩ ẽvãnh kỹ, ti mré vĩ mũ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes alguém nos chama nas nossas costas, aí nós nos viramos para olhá-lo e falar com ele.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^jé prẽr&amp;lt;v&amp;gt;&amp;lt;sv&amp;gt;/chamar&amp;lt;vblex&amp;gt;&amp;lt;sv&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^vĩrĩn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/virar-se&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^ẽvãnh&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/enxergar&amp;lt;vblex&amp;gt;/observar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vĩ&amp;lt;n&amp;gt;/palavra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/discurso&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^mũ&amp;lt;a&amp;gt;/fazendo&amp;lt;vblex&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #alguém #ele #nós atrás #nós #chamar #tendo ido, então #nós #ele, #virar-se então #ele dentro #enxergar então, #ele com #palavra #fazendo daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039;Kejẽn ẽg tóg, re ra kutẽ tĩ, ẽg tỹ ĩn kãkã nĩ ra, kỹ ẽg tóg, jãnkã nón kỹ króm ke tĩ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes quando saímos para fora da casa abrimos a porta e saímos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Kejẽn&amp;lt;cir&amp;gt;/Às vezes&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^re&amp;lt;n&amp;gt;/fora&amp;lt;adv&amp;gt;/grama&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/campo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^kutẽ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/cair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ĩn&amp;lt;n&amp;gt;/casa&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kãkã&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/cavoucar&amp;lt;vblex&amp;gt;/revistar&amp;lt;vblex&amp;gt;/vasculhar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jãnkã&amp;lt;n&amp;gt;/porta&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^nón&amp;lt;cir&amp;gt;/após&amp;lt;pr&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^króm ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/sair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039;Às vezes #nós #ele, fora para #cair #tendo ido, #nós por #casa #cavoucar #sentar para, então #nós #ele, #porta após então #sair #tendo ido daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ẽg japry tóg jonjor sag tĩ, kỹ ẽg tóg ti rãgfãn tĩ, ẽg tỹ vẽnhrã hã ti tĩn jé.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes o nosso caminho tem muitas curvas, então nós o endireitamos para ficar mais reto.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^japry&amp;lt;n&amp;gt;/caminho# de algo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;/caminho# de alguém&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^jonjor&amp;lt;n&amp;gt;/curvas&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/ziguezague&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^sag&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/atar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^rãgfãn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/endireitar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vẽnh rã hã&amp;lt;cir&amp;gt;/perto&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/fazer andar&amp;lt;vblex&amp;gt;/passar por cima de&amp;lt;vblex&amp;gt;$ ^jé&amp;lt;n&amp;gt;/reza&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #nós #caminho# de algo #ele #curvas #atar #tendo ido, então #nós #ele #ele #endireitar #tendo ido, #nós por perto #ele #fazer andar #reza.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; “#Eu #assustar #tu,” sim #ele. “#Eu para #tu #ele por, #alguém #sentar #mostrar #sentar #é, #igual para #tu #ele por, #tu #igual #sentar”, sim #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kyfé tỹ ag tóg, jagnẽ mĩ tỹ kririn ke ja nĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Eles haviam se riscado um ao outro com uma faca.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jagnẽ&amp;lt;prn&amp;gt;/si mesmo&amp;lt;prn&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^kririn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/riscar&amp;lt;vblex&amp;gt;$ ^ja&amp;lt;mod&amp;gt;/feito&amp;lt;adj&amp;gt;/terminado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Faca por #eles #ele, #si mesmo dentro por #riscar #feito #sentar.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ẽg tỹ ũ mũmẽg han kỹ ẽg tóg, ti pãnĩ tá ti vóg tĩ; ẽg tỹ ti vatánh vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Quando queremos dar um susto em alguém, nós o pegamos por trás, assim nós o assustamos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^mũmẽg&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/estar com medo&amp;lt;vblex&amp;gt;$ ^han&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sarar&amp;lt;vblex&amp;gt;/melhorar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vóg&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/mexer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^;&amp;lt;sent&amp;gt;/;&amp;lt;sent&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vatánh&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/enganar&amp;lt;vblex&amp;gt;/assustar&amp;lt;vblex&amp;gt;/contrariar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Nós por #alguém #estar com medo #sarar então #nós #ele, #ele atrás #ele #mexer #tendo ido; #nós por #ele #enganar #é.&lt;br /&gt;
&lt;br /&gt;
==Additions for &amp;quot;Polished RBMT System&amp;quot; assignment==&lt;br /&gt;
*Added 103 words to the bilingual dictionary &lt;br /&gt;
*Added 6 disambiguation rules&lt;br /&gt;
&lt;br /&gt;
==Final evaluation==&lt;br /&gt;
===kgp transducer===&lt;br /&gt;
*Precision and recall against annotated.basic corpus:&lt;br /&gt;
 $ precisionRecall ../ling073-kgp-corpus/kgp.annotated.basic.txt ../ling073-kgp-corpus/kgp.annotated.basic.txt&lt;br /&gt;
 Totals: 139 forms, 427 tp, 0 fp, 0 tn, 0 fn&lt;br /&gt;
 Precision: 100.00000%&lt;br /&gt;
 Recall: 100.00000%&lt;br /&gt;
&lt;br /&gt;
*Coverage over the large corpus:&lt;br /&gt;
 $ aq-covtest ling073-kgp-corpus/kgp.corpus.large.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406588&lt;br /&gt;
 Coverage: 91.99%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 726	 nĩn&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 377	 jafã&lt;br /&gt;
 375	 cidade &lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 Translation time: 1.0561802387237549 seconds&lt;br /&gt;
*The number of words in the large corpus: 366,209 &lt;br /&gt;
*The number of stems in the transducer: 2,299&lt;br /&gt;
&lt;br /&gt;
===kgp-por pair===&lt;br /&gt;
*WER over longer corpus:&lt;br /&gt;
*PER over longer corpus:&lt;br /&gt;
*Proportion of stems translated correctly in the longer corpus:&lt;br /&gt;
*Trimmed coverage over longer and large corpora:&lt;br /&gt;
*The number of tokens in longer corpora:&lt;br /&gt;
*The number of tokens in large corpora: 406,588&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19_TranslationPairs]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10505</id>
		<title>Kaingang and Portuguese</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10505"/>
				<updated>2019-04-29T16:53:30Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Additions */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [[Kaingang]] and [[Portuguese]]. [https://github.com/erick-guti-prado/apertium-por]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por Repository for language pair]&lt;br /&gt;
&lt;br /&gt;
*[https://github.com/erick-guti-prado/apertium-por Portuguese transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus Parallel corpus]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar Contrastive Grammar between Kaingang and Portuguese]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Lexical_Selection Lexical selection]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Structural_Transfer Structural Transfer]&lt;br /&gt;
&lt;br /&gt;
==kgp → por Evaluation==&lt;br /&gt;
===Coverage (number of forms analysed) of Kaingang transducer on kgp.sentences.txt file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32669&lt;br /&gt;
 Coverage: 89.98%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 160	 há&lt;br /&gt;
 60	 kaga&lt;br /&gt;
 52	 mẽg&lt;br /&gt;
 47	 sĩ&lt;br /&gt;
 46	 si&lt;br /&gt;
 44	 nĩn&lt;br /&gt;
 43	 kanẽ&lt;br /&gt;
 42	 Ka&lt;br /&gt;
 40	 ka&lt;br /&gt;
 39	 ké&lt;br /&gt;
 37	 fe&lt;br /&gt;
 34	 pẽn&lt;br /&gt;
 33	 rá&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 27	 panh&lt;br /&gt;
 26	 jafã&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 24	 Jesus&lt;br /&gt;
 Translation time: 0.08736515045166016 seconds&lt;br /&gt;
&lt;br /&gt;
===Coverage of Kaingang-Portuguese transducer (xyz-abc.automorf.hfst) on the same file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp-por/kgp-por.automorf.bin &lt;br /&gt;
 Number of tokenised words in the corpus: 34281&lt;br /&gt;
 Coverage: 58.82%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 739	 vỹ&lt;br /&gt;
 300	 ki&lt;br /&gt;
 287	 fi&lt;br /&gt;
 280	 to&lt;br /&gt;
 198	 há&lt;br /&gt;
 189	 sóg&lt;br /&gt;
 188	 vẽnh&lt;br /&gt;
 182	 tũ&lt;br /&gt;
 171	 tá&lt;br /&gt;
 145	 nĩgtĩ&lt;br /&gt;
 135	 tĩg&lt;br /&gt;
 134	 ha&lt;br /&gt;
 127	 mẽ&lt;br /&gt;
 121	 pẽ&lt;br /&gt;
 114	 kar&lt;br /&gt;
 114	 mág&lt;br /&gt;
 111	 nén&lt;br /&gt;
 111	 kã&lt;br /&gt;
 105	 jẽ&lt;br /&gt;
 102	 kri&lt;br /&gt;
 Translation time: 0.06977176666259766 seconds&lt;br /&gt;
===10 sentences===&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ag mỹ tóg, e tĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Ficaram surpresos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Eles para #ele, #fazer #tendo ido.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ti mré ke ag vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; São os seus companheiros.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré ke&amp;lt;mod&amp;gt;/parente&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Ele #parente #eles #é.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kã’ég ũ tóg sá nĩ, ũ tóg kusũg nĩ, ũ tóg tánh nĩ, ũ tóg kógnár nĩ, e ti nỹtĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Algumas araras são pretas, outras vermelhas, outras verdeazuis, outras pintadas, há muitas variedades.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^sá&amp;lt;mod&amp;gt;/preto&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kusũg&amp;lt;mod&amp;gt;/vermelho&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tánh&amp;lt;mod&amp;gt;/azul&amp;lt;adj&amp;gt;/verde&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kógnár&amp;lt;mod&amp;gt;/pintado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^nỹtĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;pl&amp;gt;/existir&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Arara #alguém #ele #preto #sentar, #alguém #ele #vermelho #sentar, #alguém #ele #azul #sentar, #alguém #ele #pintado #sentar, #fazer #ele #existir&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Tãnh jũn kym ẽg tĩ, kỹ ẽg tóg, ti fár tar ẽn vãvãm tĩ, jó ẽg ti fár tãnãj ẽn mré ti kãtá ke ẽn ko tĩ, tãnh kaju ti.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039;  Cortamos o palmito, jogamos fora a casca dura e comemos a casca mole com o coração.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^jũn&amp;lt;n&amp;gt;/palmito&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^kym&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/cortar&amp;lt;vblex&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^*tar/*tar$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^vãvãm&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pl&amp;gt;/vender&amp;lt;vblex&amp;gt;/descartar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jó&amp;lt;cir&amp;gt;/antes&amp;lt;adv&amp;gt;/em frente&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^tãnãj&amp;lt;n&amp;gt;/mole&amp;lt;adj&amp;gt;&amp;lt;mf&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^*kãtá/*kãtá$ ^ke&amp;lt;n&amp;gt;/sobra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/resto&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^ko&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/usar&amp;lt;vblex&amp;gt;/comer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^tãnh&amp;lt;n&amp;gt;/palmeira&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kaju&amp;lt;v&amp;gt;/empurrar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Palmeira #palmito #cortar #nós #tendo ido, então #nós #ele, #ele #pele *tar #aquele #vender #tendo ido, #antes #nós #ele #pele #mole #aquele com #ele *kãtá #sobra #aquele #usar #tendo ido, #palmeira #empurrar #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ũ tóg ẽg pãnĩ tá ẽg jé prẽr tĩ, kỹ ẽg tóg, vĩrĩn ke kỹ ti mĩ ẽvãnh kỹ, ti mré vĩ mũ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes alguém nos chama nas nossas costas, aí nós nos viramos para olhá-lo e falar com ele.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^jé prẽr&amp;lt;v&amp;gt;&amp;lt;sv&amp;gt;/chamar&amp;lt;vblex&amp;gt;&amp;lt;sv&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^vĩrĩn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/virar-se&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^ẽvãnh&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/enxergar&amp;lt;vblex&amp;gt;/observar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vĩ&amp;lt;n&amp;gt;/palavra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/discurso&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^mũ&amp;lt;a&amp;gt;/fazendo&amp;lt;vblex&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #alguém #ele #nós atrás #nós #chamar #tendo ido, então #nós #ele, #virar-se então #ele dentro #enxergar então, #ele com #palavra #fazendo daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039;Kejẽn ẽg tóg, re ra kutẽ tĩ, ẽg tỹ ĩn kãkã nĩ ra, kỹ ẽg tóg, jãnkã nón kỹ króm ke tĩ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes quando saímos para fora da casa abrimos a porta e saímos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Kejẽn&amp;lt;cir&amp;gt;/Às vezes&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^re&amp;lt;n&amp;gt;/fora&amp;lt;adv&amp;gt;/grama&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/campo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^kutẽ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/cair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ĩn&amp;lt;n&amp;gt;/casa&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kãkã&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/cavoucar&amp;lt;vblex&amp;gt;/revistar&amp;lt;vblex&amp;gt;/vasculhar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jãnkã&amp;lt;n&amp;gt;/porta&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^nón&amp;lt;cir&amp;gt;/após&amp;lt;pr&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^króm ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/sair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039;Às vezes #nós #ele, fora para #cair #tendo ido, #nós por #casa #cavoucar #sentar para, então #nós #ele, #porta após então #sair #tendo ido daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ẽg japry tóg jonjor sag tĩ, kỹ ẽg tóg ti rãgfãn tĩ, ẽg tỹ vẽnhrã hã ti tĩn jé.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes o nosso caminho tem muitas curvas, então nós o endireitamos para ficar mais reto.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^japry&amp;lt;n&amp;gt;/caminho# de algo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;/caminho# de alguém&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^jonjor&amp;lt;n&amp;gt;/curvas&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/ziguezague&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^sag&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/atar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^rãgfãn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/endireitar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vẽnh rã hã&amp;lt;cir&amp;gt;/perto&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/fazer andar&amp;lt;vblex&amp;gt;/passar por cima de&amp;lt;vblex&amp;gt;$ ^jé&amp;lt;n&amp;gt;/reza&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #nós #caminho# de algo #ele #curvas #atar #tendo ido, então #nós #ele #ele #endireitar #tendo ido, #nós por perto #ele #fazer andar #reza.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; “#Eu #assustar #tu,” sim #ele. “#Eu para #tu #ele por, #alguém #sentar #mostrar #sentar #é, #igual para #tu #ele por, #tu #igual #sentar”, sim #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kyfé tỹ ag tóg, jagnẽ mĩ tỹ kririn ke ja nĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Eles haviam se riscado um ao outro com uma faca.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jagnẽ&amp;lt;prn&amp;gt;/si mesmo&amp;lt;prn&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^kririn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/riscar&amp;lt;vblex&amp;gt;$ ^ja&amp;lt;mod&amp;gt;/feito&amp;lt;adj&amp;gt;/terminado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Faca por #eles #ele, #si mesmo dentro por #riscar #feito #sentar.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ẽg tỹ ũ mũmẽg han kỹ ẽg tóg, ti pãnĩ tá ti vóg tĩ; ẽg tỹ ti vatánh vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Quando queremos dar um susto em alguém, nós o pegamos por trás, assim nós o assustamos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^mũmẽg&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/estar com medo&amp;lt;vblex&amp;gt;$ ^han&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sarar&amp;lt;vblex&amp;gt;/melhorar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vóg&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/mexer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^;&amp;lt;sent&amp;gt;/;&amp;lt;sent&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vatánh&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/enganar&amp;lt;vblex&amp;gt;/assustar&amp;lt;vblex&amp;gt;/contrariar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Nós por #alguém #estar com medo #sarar então #nós #ele, #ele atrás #ele #mexer #tendo ido; #nós por #ele #enganar #é.&lt;br /&gt;
&lt;br /&gt;
==Additions for &amp;quot;Polished RBMT System&amp;quot; assignment==&lt;br /&gt;
*Added 103 words to the bilingual dictionary &lt;br /&gt;
*Added 6 disambiguation rules&lt;br /&gt;
&lt;br /&gt;
==Final evaluation==&lt;br /&gt;
===kgp transducer===&lt;br /&gt;
*Precision and recall against annotated.basic corpus:&lt;br /&gt;
 $ precisionRecall ../ling073-kgp-corpus/kgp.annotated.basic.txt ../ling073-kgp-corpus/kgp.annotated.basic.txt&lt;br /&gt;
 Totals: 139 forms, 427 tp, 0 fp, 0 tn, 0 fn&lt;br /&gt;
 Precision: 100.00000%&lt;br /&gt;
 Recall: 100.00000%&lt;br /&gt;
&lt;br /&gt;
*Coverage over the large corpus:&lt;br /&gt;
 $ aq-covtest ling073-kgp-corpus/kgp.corpus.large.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406588&lt;br /&gt;
 Coverage: 91.99%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 726	 nĩn&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 377	 jafã&lt;br /&gt;
 375	 cidade &lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 Translation time: 1.0561802387237549 seconds&lt;br /&gt;
*The number of words in the large corpus: 366,209 &lt;br /&gt;
*The number of stems in the transducer: 2,299&lt;br /&gt;
&lt;br /&gt;
===kgp-por pair===&lt;br /&gt;
*WER over longer corpus:&lt;br /&gt;
*PER over longer corpus:&lt;br /&gt;
*Proportion of stems translated correctly in the longer corpus:&lt;br /&gt;
*Trimmed coverage over longer and large corpora:&lt;br /&gt;
*The number of tokens in longer corpora:&lt;br /&gt;
*The number of tokens in large corpora: 406,588&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19_TranslationPairs]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang&amp;diff=10500</id>
		<title>Kaingang</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang&amp;diff=10500"/>
				<updated>2019-04-25T13:34:14Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Annotation */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;The following is a documentation of Kaingang&lt;br /&gt;
&lt;br /&gt;
==Developed resources==&lt;br /&gt;
===Keyboard===&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang/Keyboard &amp;#039;&amp;#039;Kaingang keyboard layout&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-keyboard &amp;#039;&amp;#039;Github repository for Kaingang keyboard layout&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Corpora===&lt;br /&gt;
[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-corpus &amp;#039;&amp;#039;A few corpora of text in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Grammar===&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang/Grammar &amp;#039;&amp;#039;Kaingang grammar&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Morphological Transducer===&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang/Transducer &amp;#039;&amp;#039;Kaingang Transducer wiki&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp &amp;#039;&amp;#039;Link to Kaingang Transducer&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese &amp;#039;&amp;#039;Resources for machine translation between Kaingang and Portuguese&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang/Disambiguation &amp;#039;&amp;#039;Notes on disambiguation&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Translation===&lt;br /&gt;
&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese &amp;#039;&amp;#039;Resources for machine translation between Kaingang and Portuguese&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus &amp;#039;&amp;#039;Kaingang and Portuguese parallel corpora&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar &amp;#039;&amp;#039;Differences in grammar between Kaingang and Portuguese&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Annotation===&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang/Universal_Dependencies &amp;#039;&amp;#039;Universal Dependencies&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
===Computational Resources===&lt;br /&gt;
&lt;br /&gt;
[http://www.silbrasil.org.br/recursos/teclado_indigena_brasileiro &amp;#039;&amp;#039; Brazilian &amp;quot;Indigenous&amp;quot; Keyboard (a keyboard with characters commonly used in Brazilian indigenous languages)&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Dictionaries/Phrasebooks/Glossaries===&lt;br /&gt;
&lt;br /&gt;
[https://www.sil.org/resources/archives/42876 &amp;#039;&amp;#039;Portuguese-Kaingang Dictionary&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Grammatical Descriptions===&lt;br /&gt;
&lt;br /&gt;
[www.portalkaingang.org/lgua_kaingang.pdf &amp;#039;&amp;#039;Short overview of speakers, orthography, and semantics (PDF)&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[http://www.academia.edu/241935/Fonologia_e_pros%C3%B3dia_do_Kaing%C3%A1ng_falado_em_Cacique_Doble_RS_ &amp;#039;&amp;#039;Phonological description&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[http://www.omniglot.com/writing/kaingang.php &amp;#039;&amp;#039;Kaingang alphabet and another phonological description&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://amerindias.github.io/curso2015/referencias/wie86pronounmacroje.pdf &amp;#039;&amp;#039;Pronoun system in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[www.etnolinguistica.org/local--files/tese...2007/Goncalves_SolangeAparecida_M.pdf &amp;#039;&amp;#039;Description of aspect (PDF)&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://sites.google.com/site/marcelojolkesky/relativas.pdf?attredirects=0 &amp;#039;&amp;#039;Relative phrases in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://www.jstor.org/stable/25841469 &amp;#039;&amp;#039;Time distinctions in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://wals.info/languoid/lect/wals_code_kng &amp;#039;&amp;#039;Some documented features of Kaingang (phonology, nominal categories, nominal syntax, verbal categories, word order, simple causes, and lexicon) and their sources&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://www.google.com/url?sa=t&amp;amp;rct=j&amp;amp;q=&amp;amp;esrc=s&amp;amp;source=web&amp;amp;cd=2&amp;amp;ved=2ahUKEwjGmorphLLgAhVOh-AKHWT6CrYQFjABegQICBAC&amp;amp;url=http%3A%2F%2Fwww.etnolinguistica.org%2Flocal--files%2Fbiblio%3Awiesemann-1972%2FWiesemann_1972_Struktur_der_Kaingang-Sprache.pdf&amp;amp;usg=AOvVaw1766caqecD2dVGfDeJ0pin &amp;#039;&amp;#039;Wieselmann 1972 Comprehensive Grammar&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[http://ezinearticles.com/?Ergativity-is-Still-Alive-in-Kaingang-Language-From-South-Brazil-Part-2&amp;amp;id=491271 &amp;#039;&amp;#039;Ergativity is still alive in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Scientific Works===&lt;br /&gt;
&lt;br /&gt;
[https://www.sil.org/resources/archives/6252 &amp;#039;&amp;#039;Inquiry into feasibility of standardization among regional dialects&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://sites.google.com/site/marcelojolkesky/semi%C3%B3tica.pdf?attredirects=0 &amp;#039;&amp;#039;Semiotic analysis&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Corpora (any collection of authentic text, linguistically annotated or not, including Wikipedia in the language, news websites, Twitter feeds, etc.)===&lt;br /&gt;
&lt;br /&gt;
[https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf &amp;#039;&amp;#039;Another bible in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://www.bible.com/pt/bible/629/jhn.1.kgpnt &amp;#039;&amp;#039;New Testament&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[http://www.marysrosaries.com/Kaingang_prayers.html &amp;#039;&amp;#039;&amp;#039;Our Father&amp;#039; prayer&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://www.youtube.com/watch?v=Q2AKqNkuFwI &amp;#039;&amp;#039;YouTube video of Kaingang woman singing a Brazilian song in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[http://kanhgag.org/ &amp;#039;&amp;#039;Kaingang Webpage&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[[Category:sp19_ResourceDocumentation]] [[Category:Kaingang]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang&amp;diff=10499</id>
		<title>Kaingang</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang&amp;diff=10499"/>
				<updated>2019-04-25T13:34:02Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Developed resources */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;The following is a documentation of Kaingang&lt;br /&gt;
&lt;br /&gt;
==Developed resources==&lt;br /&gt;
===Keyboard===&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang/Keyboard &amp;#039;&amp;#039;Kaingang keyboard layout&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-keyboard &amp;#039;&amp;#039;Github repository for Kaingang keyboard layout&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Corpora===&lt;br /&gt;
[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-corpus &amp;#039;&amp;#039;A few corpora of text in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Grammar===&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang/Grammar &amp;#039;&amp;#039;Kaingang grammar&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Morphological Transducer===&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang/Transducer &amp;#039;&amp;#039;Kaingang Transducer wiki&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp &amp;#039;&amp;#039;Link to Kaingang Transducer&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese &amp;#039;&amp;#039;Resources for machine translation between Kaingang and Portuguese&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang/Disambiguation &amp;#039;&amp;#039;Notes on disambiguation&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Translation===&lt;br /&gt;
&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese &amp;#039;&amp;#039;Resources for machine translation between Kaingang and Portuguese&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus &amp;#039;&amp;#039;Kaingang and Portuguese parallel corpora&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar &amp;#039;&amp;#039;Differences in grammar between Kaingang and Portuguese&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
==Annotation==&lt;br /&gt;
[https://wikis.swarthmore.edu/ling073/Kaingang/Universal_Dependencies &amp;#039;&amp;#039;Universal Dependencies&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
===Computational Resources===&lt;br /&gt;
&lt;br /&gt;
[http://www.silbrasil.org.br/recursos/teclado_indigena_brasileiro &amp;#039;&amp;#039; Brazilian &amp;quot;Indigenous&amp;quot; Keyboard (a keyboard with characters commonly used in Brazilian indigenous languages)&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Dictionaries/Phrasebooks/Glossaries===&lt;br /&gt;
&lt;br /&gt;
[https://www.sil.org/resources/archives/42876 &amp;#039;&amp;#039;Portuguese-Kaingang Dictionary&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Grammatical Descriptions===&lt;br /&gt;
&lt;br /&gt;
[www.portalkaingang.org/lgua_kaingang.pdf &amp;#039;&amp;#039;Short overview of speakers, orthography, and semantics (PDF)&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[http://www.academia.edu/241935/Fonologia_e_pros%C3%B3dia_do_Kaing%C3%A1ng_falado_em_Cacique_Doble_RS_ &amp;#039;&amp;#039;Phonological description&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[http://www.omniglot.com/writing/kaingang.php &amp;#039;&amp;#039;Kaingang alphabet and another phonological description&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://amerindias.github.io/curso2015/referencias/wie86pronounmacroje.pdf &amp;#039;&amp;#039;Pronoun system in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[www.etnolinguistica.org/local--files/tese...2007/Goncalves_SolangeAparecida_M.pdf &amp;#039;&amp;#039;Description of aspect (PDF)&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://sites.google.com/site/marcelojolkesky/relativas.pdf?attredirects=0 &amp;#039;&amp;#039;Relative phrases in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://www.jstor.org/stable/25841469 &amp;#039;&amp;#039;Time distinctions in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://wals.info/languoid/lect/wals_code_kng &amp;#039;&amp;#039;Some documented features of Kaingang (phonology, nominal categories, nominal syntax, verbal categories, word order, simple causes, and lexicon) and their sources&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://www.google.com/url?sa=t&amp;amp;rct=j&amp;amp;q=&amp;amp;esrc=s&amp;amp;source=web&amp;amp;cd=2&amp;amp;ved=2ahUKEwjGmorphLLgAhVOh-AKHWT6CrYQFjABegQICBAC&amp;amp;url=http%3A%2F%2Fwww.etnolinguistica.org%2Flocal--files%2Fbiblio%3Awiesemann-1972%2FWiesemann_1972_Struktur_der_Kaingang-Sprache.pdf&amp;amp;usg=AOvVaw1766caqecD2dVGfDeJ0pin &amp;#039;&amp;#039;Wieselmann 1972 Comprehensive Grammar&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[http://ezinearticles.com/?Ergativity-is-Still-Alive-in-Kaingang-Language-From-South-Brazil-Part-2&amp;amp;id=491271 &amp;#039;&amp;#039;Ergativity is still alive in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Scientific Works===&lt;br /&gt;
&lt;br /&gt;
[https://www.sil.org/resources/archives/6252 &amp;#039;&amp;#039;Inquiry into feasibility of standardization among regional dialects&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://sites.google.com/site/marcelojolkesky/semi%C3%B3tica.pdf?attredirects=0 &amp;#039;&amp;#039;Semiotic analysis&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
===Corpora (any collection of authentic text, linguistically annotated or not, including Wikipedia in the language, news websites, Twitter feeds, etc.)===&lt;br /&gt;
&lt;br /&gt;
[https://s3.amazonaws.com/scriptureearth/data/kgp/PDF/00-WNTkgp-web.pdf &amp;#039;&amp;#039;Another bible in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://www.bible.com/pt/bible/629/jhn.1.kgpnt &amp;#039;&amp;#039;New Testament&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[http://www.marysrosaries.com/Kaingang_prayers.html &amp;#039;&amp;#039;&amp;#039;Our Father&amp;#039; prayer&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[https://www.youtube.com/watch?v=Q2AKqNkuFwI &amp;#039;&amp;#039;YouTube video of Kaingang woman singing a Brazilian song in Kaingang&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[http://kanhgag.org/ &amp;#039;&amp;#039;Kaingang Webpage&amp;#039;&amp;#039;]&lt;br /&gt;
&lt;br /&gt;
[[Category:sp19_ResourceDocumentation]] [[Category:Kaingang]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10483</id>
		<title>Kaingang and Portuguese</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10483"/>
				<updated>2019-04-23T13:14:46Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* kgp-por pair */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [[Kaingang]] and [[Portuguese]]. [https://github.com/erick-guti-prado/apertium-por]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por Repository for language pair]&lt;br /&gt;
&lt;br /&gt;
*[https://github.com/erick-guti-prado/apertium-por Portuguese transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus Parallel corpus]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar Contrastive Grammar between Kaingang and Portuguese]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Lexical_Selection Lexical selection]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Structural_Transfer Structural Transfer]&lt;br /&gt;
&lt;br /&gt;
==kgp → por Evaluation==&lt;br /&gt;
===Coverage (number of forms analysed) of Kaingang transducer on kgp.sentences.txt file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32669&lt;br /&gt;
 Coverage: 89.98%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 160	 há&lt;br /&gt;
 60	 kaga&lt;br /&gt;
 52	 mẽg&lt;br /&gt;
 47	 sĩ&lt;br /&gt;
 46	 si&lt;br /&gt;
 44	 nĩn&lt;br /&gt;
 43	 kanẽ&lt;br /&gt;
 42	 Ka&lt;br /&gt;
 40	 ka&lt;br /&gt;
 39	 ké&lt;br /&gt;
 37	 fe&lt;br /&gt;
 34	 pẽn&lt;br /&gt;
 33	 rá&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 27	 panh&lt;br /&gt;
 26	 jafã&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 24	 Jesus&lt;br /&gt;
 Translation time: 0.08736515045166016 seconds&lt;br /&gt;
&lt;br /&gt;
===Coverage of Kaingang-Portuguese transducer (xyz-abc.automorf.hfst) on the same file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp-por/kgp-por.automorf.bin &lt;br /&gt;
 Number of tokenised words in the corpus: 34281&lt;br /&gt;
 Coverage: 58.82%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 739	 vỹ&lt;br /&gt;
 300	 ki&lt;br /&gt;
 287	 fi&lt;br /&gt;
 280	 to&lt;br /&gt;
 198	 há&lt;br /&gt;
 189	 sóg&lt;br /&gt;
 188	 vẽnh&lt;br /&gt;
 182	 tũ&lt;br /&gt;
 171	 tá&lt;br /&gt;
 145	 nĩgtĩ&lt;br /&gt;
 135	 tĩg&lt;br /&gt;
 134	 ha&lt;br /&gt;
 127	 mẽ&lt;br /&gt;
 121	 pẽ&lt;br /&gt;
 114	 kar&lt;br /&gt;
 114	 mág&lt;br /&gt;
 111	 nén&lt;br /&gt;
 111	 kã&lt;br /&gt;
 105	 jẽ&lt;br /&gt;
 102	 kri&lt;br /&gt;
 Translation time: 0.06977176666259766 seconds&lt;br /&gt;
===10 sentences===&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ag mỹ tóg, e tĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Ficaram surpresos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Eles para #ele, #fazer #tendo ido.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ti mré ke ag vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; São os seus companheiros.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré ke&amp;lt;mod&amp;gt;/parente&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Ele #parente #eles #é.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kã’ég ũ tóg sá nĩ, ũ tóg kusũg nĩ, ũ tóg tánh nĩ, ũ tóg kógnár nĩ, e ti nỹtĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Algumas araras são pretas, outras vermelhas, outras verdeazuis, outras pintadas, há muitas variedades.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^sá&amp;lt;mod&amp;gt;/preto&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kusũg&amp;lt;mod&amp;gt;/vermelho&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tánh&amp;lt;mod&amp;gt;/azul&amp;lt;adj&amp;gt;/verde&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kógnár&amp;lt;mod&amp;gt;/pintado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^nỹtĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;pl&amp;gt;/existir&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Arara #alguém #ele #preto #sentar, #alguém #ele #vermelho #sentar, #alguém #ele #azul #sentar, #alguém #ele #pintado #sentar, #fazer #ele #existir&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Tãnh jũn kym ẽg tĩ, kỹ ẽg tóg, ti fár tar ẽn vãvãm tĩ, jó ẽg ti fár tãnãj ẽn mré ti kãtá ke ẽn ko tĩ, tãnh kaju ti.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039;  Cortamos o palmito, jogamos fora a casca dura e comemos a casca mole com o coração.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^jũn&amp;lt;n&amp;gt;/palmito&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^kym&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/cortar&amp;lt;vblex&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^*tar/*tar$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^vãvãm&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pl&amp;gt;/vender&amp;lt;vblex&amp;gt;/descartar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jó&amp;lt;cir&amp;gt;/antes&amp;lt;adv&amp;gt;/em frente&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^tãnãj&amp;lt;n&amp;gt;/mole&amp;lt;adj&amp;gt;&amp;lt;mf&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^*kãtá/*kãtá$ ^ke&amp;lt;n&amp;gt;/sobra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/resto&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^ko&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/usar&amp;lt;vblex&amp;gt;/comer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^tãnh&amp;lt;n&amp;gt;/palmeira&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kaju&amp;lt;v&amp;gt;/empurrar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Palmeira #palmito #cortar #nós #tendo ido, então #nós #ele, #ele #pele *tar #aquele #vender #tendo ido, #antes #nós #ele #pele #mole #aquele com #ele *kãtá #sobra #aquele #usar #tendo ido, #palmeira #empurrar #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ũ tóg ẽg pãnĩ tá ẽg jé prẽr tĩ, kỹ ẽg tóg, vĩrĩn ke kỹ ti mĩ ẽvãnh kỹ, ti mré vĩ mũ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes alguém nos chama nas nossas costas, aí nós nos viramos para olhá-lo e falar com ele.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^jé prẽr&amp;lt;v&amp;gt;&amp;lt;sv&amp;gt;/chamar&amp;lt;vblex&amp;gt;&amp;lt;sv&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^vĩrĩn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/virar-se&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^ẽvãnh&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/enxergar&amp;lt;vblex&amp;gt;/observar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vĩ&amp;lt;n&amp;gt;/palavra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/discurso&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^mũ&amp;lt;a&amp;gt;/fazendo&amp;lt;vblex&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #alguém #ele #nós atrás #nós #chamar #tendo ido, então #nós #ele, #virar-se então #ele dentro #enxergar então, #ele com #palavra #fazendo daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039;Kejẽn ẽg tóg, re ra kutẽ tĩ, ẽg tỹ ĩn kãkã nĩ ra, kỹ ẽg tóg, jãnkã nón kỹ króm ke tĩ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes quando saímos para fora da casa abrimos a porta e saímos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Kejẽn&amp;lt;cir&amp;gt;/Às vezes&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^re&amp;lt;n&amp;gt;/fora&amp;lt;adv&amp;gt;/grama&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/campo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^kutẽ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/cair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ĩn&amp;lt;n&amp;gt;/casa&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kãkã&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/cavoucar&amp;lt;vblex&amp;gt;/revistar&amp;lt;vblex&amp;gt;/vasculhar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jãnkã&amp;lt;n&amp;gt;/porta&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^nón&amp;lt;cir&amp;gt;/após&amp;lt;pr&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^króm ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/sair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039;Às vezes #nós #ele, fora para #cair #tendo ido, #nós por #casa #cavoucar #sentar para, então #nós #ele, #porta após então #sair #tendo ido daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ẽg japry tóg jonjor sag tĩ, kỹ ẽg tóg ti rãgfãn tĩ, ẽg tỹ vẽnhrã hã ti tĩn jé.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes o nosso caminho tem muitas curvas, então nós o endireitamos para ficar mais reto.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^japry&amp;lt;n&amp;gt;/caminho# de algo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;/caminho# de alguém&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^jonjor&amp;lt;n&amp;gt;/curvas&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/ziguezague&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^sag&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/atar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^rãgfãn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/endireitar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vẽnh rã hã&amp;lt;cir&amp;gt;/perto&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/fazer andar&amp;lt;vblex&amp;gt;/passar por cima de&amp;lt;vblex&amp;gt;$ ^jé&amp;lt;n&amp;gt;/reza&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #nós #caminho# de algo #ele #curvas #atar #tendo ido, então #nós #ele #ele #endireitar #tendo ido, #nós por perto #ele #fazer andar #reza.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; “#Eu #assustar #tu,” sim #ele. “#Eu para #tu #ele por, #alguém #sentar #mostrar #sentar #é, #igual para #tu #ele por, #tu #igual #sentar”, sim #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kyfé tỹ ag tóg, jagnẽ mĩ tỹ kririn ke ja nĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Eles haviam se riscado um ao outro com uma faca.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jagnẽ&amp;lt;prn&amp;gt;/si mesmo&amp;lt;prn&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^kririn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/riscar&amp;lt;vblex&amp;gt;$ ^ja&amp;lt;mod&amp;gt;/feito&amp;lt;adj&amp;gt;/terminado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Faca por #eles #ele, #si mesmo dentro por #riscar #feito #sentar.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ẽg tỹ ũ mũmẽg han kỹ ẽg tóg, ti pãnĩ tá ti vóg tĩ; ẽg tỹ ti vatánh vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Quando queremos dar um susto em alguém, nós o pegamos por trás, assim nós o assustamos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^mũmẽg&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/estar com medo&amp;lt;vblex&amp;gt;$ ^han&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sarar&amp;lt;vblex&amp;gt;/melhorar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vóg&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/mexer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^;&amp;lt;sent&amp;gt;/;&amp;lt;sent&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vatánh&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/enganar&amp;lt;vblex&amp;gt;/assustar&amp;lt;vblex&amp;gt;/contrariar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Nós por #alguém #estar com medo #sarar então #nós #ele, #ele atrás #ele #mexer #tendo ido; #nós por #ele #enganar #é.&lt;br /&gt;
&lt;br /&gt;
==Additions==&lt;br /&gt;
*Added 103 words to the bilingual dictionary for &amp;quot;Polished RBMT System&amp;quot; assignment&lt;br /&gt;
==Final evaluation==&lt;br /&gt;
===kgp transducer===&lt;br /&gt;
*Precision and recall against annotated.basic corpus:&lt;br /&gt;
 $ precisionRecall ../ling073-kgp-corpus/kgp.annotated.basic.txt ../ling073-kgp-corpus/kgp.annotated.basic.txt&lt;br /&gt;
 Totals: 139 forms, 427 tp, 0 fp, 0 tn, 0 fn&lt;br /&gt;
 Precision: 100.00000%&lt;br /&gt;
 Recall: 100.00000%&lt;br /&gt;
&lt;br /&gt;
*Coverage over the large corpus:&lt;br /&gt;
 $ aq-covtest ling073-kgp-corpus/kgp.corpus.large.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406588&lt;br /&gt;
 Coverage: 91.99%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 726	 nĩn&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 377	 jafã&lt;br /&gt;
 375	 cidade &lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 Translation time: 1.0561802387237549 seconds&lt;br /&gt;
*The number of words in the large corpus: 366,209 &lt;br /&gt;
*The number of stems in the transducer: 2,299&lt;br /&gt;
&lt;br /&gt;
===kgp-por pair===&lt;br /&gt;
*WER over longer corpus:&lt;br /&gt;
*PER over longer corpus:&lt;br /&gt;
*Proportion of stems translated correctly in the longer corpus:&lt;br /&gt;
*Trimmed coverage over longer and large corpora:&lt;br /&gt;
*The number of tokens in longer corpora:&lt;br /&gt;
*The number of tokens in large corpora: 406,588&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19_TranslationPairs]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10482</id>
		<title>Kaingang and Portuguese</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10482"/>
				<updated>2019-04-23T12:42:21Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* kgp transducer */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [[Kaingang]] and [[Portuguese]]. [https://github.com/erick-guti-prado/apertium-por]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por Repository for language pair]&lt;br /&gt;
&lt;br /&gt;
*[https://github.com/erick-guti-prado/apertium-por Portuguese transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus Parallel corpus]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar Contrastive Grammar between Kaingang and Portuguese]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Lexical_Selection Lexical selection]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Structural_Transfer Structural Transfer]&lt;br /&gt;
&lt;br /&gt;
==kgp → por Evaluation==&lt;br /&gt;
===Coverage (number of forms analysed) of Kaingang transducer on kgp.sentences.txt file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32669&lt;br /&gt;
 Coverage: 89.98%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 160	 há&lt;br /&gt;
 60	 kaga&lt;br /&gt;
 52	 mẽg&lt;br /&gt;
 47	 sĩ&lt;br /&gt;
 46	 si&lt;br /&gt;
 44	 nĩn&lt;br /&gt;
 43	 kanẽ&lt;br /&gt;
 42	 Ka&lt;br /&gt;
 40	 ka&lt;br /&gt;
 39	 ké&lt;br /&gt;
 37	 fe&lt;br /&gt;
 34	 pẽn&lt;br /&gt;
 33	 rá&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 27	 panh&lt;br /&gt;
 26	 jafã&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 24	 Jesus&lt;br /&gt;
 Translation time: 0.08736515045166016 seconds&lt;br /&gt;
&lt;br /&gt;
===Coverage of Kaingang-Portuguese transducer (xyz-abc.automorf.hfst) on the same file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp-por/kgp-por.automorf.bin &lt;br /&gt;
 Number of tokenised words in the corpus: 34281&lt;br /&gt;
 Coverage: 58.82%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 739	 vỹ&lt;br /&gt;
 300	 ki&lt;br /&gt;
 287	 fi&lt;br /&gt;
 280	 to&lt;br /&gt;
 198	 há&lt;br /&gt;
 189	 sóg&lt;br /&gt;
 188	 vẽnh&lt;br /&gt;
 182	 tũ&lt;br /&gt;
 171	 tá&lt;br /&gt;
 145	 nĩgtĩ&lt;br /&gt;
 135	 tĩg&lt;br /&gt;
 134	 ha&lt;br /&gt;
 127	 mẽ&lt;br /&gt;
 121	 pẽ&lt;br /&gt;
 114	 kar&lt;br /&gt;
 114	 mág&lt;br /&gt;
 111	 nén&lt;br /&gt;
 111	 kã&lt;br /&gt;
 105	 jẽ&lt;br /&gt;
 102	 kri&lt;br /&gt;
 Translation time: 0.06977176666259766 seconds&lt;br /&gt;
===10 sentences===&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ag mỹ tóg, e tĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Ficaram surpresos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Eles para #ele, #fazer #tendo ido.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ti mré ke ag vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; São os seus companheiros.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré ke&amp;lt;mod&amp;gt;/parente&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Ele #parente #eles #é.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kã’ég ũ tóg sá nĩ, ũ tóg kusũg nĩ, ũ tóg tánh nĩ, ũ tóg kógnár nĩ, e ti nỹtĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Algumas araras são pretas, outras vermelhas, outras verdeazuis, outras pintadas, há muitas variedades.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^sá&amp;lt;mod&amp;gt;/preto&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kusũg&amp;lt;mod&amp;gt;/vermelho&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tánh&amp;lt;mod&amp;gt;/azul&amp;lt;adj&amp;gt;/verde&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kógnár&amp;lt;mod&amp;gt;/pintado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^nỹtĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;pl&amp;gt;/existir&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Arara #alguém #ele #preto #sentar, #alguém #ele #vermelho #sentar, #alguém #ele #azul #sentar, #alguém #ele #pintado #sentar, #fazer #ele #existir&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Tãnh jũn kym ẽg tĩ, kỹ ẽg tóg, ti fár tar ẽn vãvãm tĩ, jó ẽg ti fár tãnãj ẽn mré ti kãtá ke ẽn ko tĩ, tãnh kaju ti.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039;  Cortamos o palmito, jogamos fora a casca dura e comemos a casca mole com o coração.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^jũn&amp;lt;n&amp;gt;/palmito&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^kym&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/cortar&amp;lt;vblex&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^*tar/*tar$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^vãvãm&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pl&amp;gt;/vender&amp;lt;vblex&amp;gt;/descartar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jó&amp;lt;cir&amp;gt;/antes&amp;lt;adv&amp;gt;/em frente&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^tãnãj&amp;lt;n&amp;gt;/mole&amp;lt;adj&amp;gt;&amp;lt;mf&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^*kãtá/*kãtá$ ^ke&amp;lt;n&amp;gt;/sobra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/resto&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^ko&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/usar&amp;lt;vblex&amp;gt;/comer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^tãnh&amp;lt;n&amp;gt;/palmeira&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kaju&amp;lt;v&amp;gt;/empurrar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Palmeira #palmito #cortar #nós #tendo ido, então #nós #ele, #ele #pele *tar #aquele #vender #tendo ido, #antes #nós #ele #pele #mole #aquele com #ele *kãtá #sobra #aquele #usar #tendo ido, #palmeira #empurrar #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ũ tóg ẽg pãnĩ tá ẽg jé prẽr tĩ, kỹ ẽg tóg, vĩrĩn ke kỹ ti mĩ ẽvãnh kỹ, ti mré vĩ mũ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes alguém nos chama nas nossas costas, aí nós nos viramos para olhá-lo e falar com ele.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^jé prẽr&amp;lt;v&amp;gt;&amp;lt;sv&amp;gt;/chamar&amp;lt;vblex&amp;gt;&amp;lt;sv&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^vĩrĩn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/virar-se&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^ẽvãnh&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/enxergar&amp;lt;vblex&amp;gt;/observar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vĩ&amp;lt;n&amp;gt;/palavra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/discurso&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^mũ&amp;lt;a&amp;gt;/fazendo&amp;lt;vblex&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #alguém #ele #nós atrás #nós #chamar #tendo ido, então #nós #ele, #virar-se então #ele dentro #enxergar então, #ele com #palavra #fazendo daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039;Kejẽn ẽg tóg, re ra kutẽ tĩ, ẽg tỹ ĩn kãkã nĩ ra, kỹ ẽg tóg, jãnkã nón kỹ króm ke tĩ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes quando saímos para fora da casa abrimos a porta e saímos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Kejẽn&amp;lt;cir&amp;gt;/Às vezes&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^re&amp;lt;n&amp;gt;/fora&amp;lt;adv&amp;gt;/grama&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/campo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^kutẽ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/cair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ĩn&amp;lt;n&amp;gt;/casa&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kãkã&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/cavoucar&amp;lt;vblex&amp;gt;/revistar&amp;lt;vblex&amp;gt;/vasculhar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jãnkã&amp;lt;n&amp;gt;/porta&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^nón&amp;lt;cir&amp;gt;/após&amp;lt;pr&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^króm ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/sair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039;Às vezes #nós #ele, fora para #cair #tendo ido, #nós por #casa #cavoucar #sentar para, então #nós #ele, #porta após então #sair #tendo ido daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ẽg japry tóg jonjor sag tĩ, kỹ ẽg tóg ti rãgfãn tĩ, ẽg tỹ vẽnhrã hã ti tĩn jé.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes o nosso caminho tem muitas curvas, então nós o endireitamos para ficar mais reto.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^japry&amp;lt;n&amp;gt;/caminho# de algo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;/caminho# de alguém&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^jonjor&amp;lt;n&amp;gt;/curvas&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/ziguezague&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^sag&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/atar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^rãgfãn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/endireitar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vẽnh rã hã&amp;lt;cir&amp;gt;/perto&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/fazer andar&amp;lt;vblex&amp;gt;/passar por cima de&amp;lt;vblex&amp;gt;$ ^jé&amp;lt;n&amp;gt;/reza&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #nós #caminho# de algo #ele #curvas #atar #tendo ido, então #nós #ele #ele #endireitar #tendo ido, #nós por perto #ele #fazer andar #reza.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; “#Eu #assustar #tu,” sim #ele. “#Eu para #tu #ele por, #alguém #sentar #mostrar #sentar #é, #igual para #tu #ele por, #tu #igual #sentar”, sim #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kyfé tỹ ag tóg, jagnẽ mĩ tỹ kririn ke ja nĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Eles haviam se riscado um ao outro com uma faca.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jagnẽ&amp;lt;prn&amp;gt;/si mesmo&amp;lt;prn&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^kririn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/riscar&amp;lt;vblex&amp;gt;$ ^ja&amp;lt;mod&amp;gt;/feito&amp;lt;adj&amp;gt;/terminado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Faca por #eles #ele, #si mesmo dentro por #riscar #feito #sentar.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ẽg tỹ ũ mũmẽg han kỹ ẽg tóg, ti pãnĩ tá ti vóg tĩ; ẽg tỹ ti vatánh vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Quando queremos dar um susto em alguém, nós o pegamos por trás, assim nós o assustamos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^mũmẽg&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/estar com medo&amp;lt;vblex&amp;gt;$ ^han&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sarar&amp;lt;vblex&amp;gt;/melhorar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vóg&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/mexer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^;&amp;lt;sent&amp;gt;/;&amp;lt;sent&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vatánh&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/enganar&amp;lt;vblex&amp;gt;/assustar&amp;lt;vblex&amp;gt;/contrariar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Nós por #alguém #estar com medo #sarar então #nós #ele, #ele atrás #ele #mexer #tendo ido; #nós por #ele #enganar #é.&lt;br /&gt;
&lt;br /&gt;
==Additions==&lt;br /&gt;
*Added 103 words to the bilingual dictionary for &amp;quot;Polished RBMT System&amp;quot; assignment&lt;br /&gt;
==Final evaluation==&lt;br /&gt;
===kgp transducer===&lt;br /&gt;
*Precision and recall against annotated.basic corpus:&lt;br /&gt;
 $ precisionRecall ../ling073-kgp-corpus/kgp.annotated.basic.txt ../ling073-kgp-corpus/kgp.annotated.basic.txt&lt;br /&gt;
 Totals: 139 forms, 427 tp, 0 fp, 0 tn, 0 fn&lt;br /&gt;
 Precision: 100.00000%&lt;br /&gt;
 Recall: 100.00000%&lt;br /&gt;
&lt;br /&gt;
*Coverage over the large corpus:&lt;br /&gt;
 $ aq-covtest ling073-kgp-corpus/kgp.corpus.large.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406588&lt;br /&gt;
 Coverage: 91.99%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 726	 nĩn&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 377	 jafã&lt;br /&gt;
 375	 cidade &lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 Translation time: 1.0561802387237549 seconds&lt;br /&gt;
*The number of words in the large corpus: 366,209 &lt;br /&gt;
*The number of stems in the transducer: 2,299&lt;br /&gt;
&lt;br /&gt;
===kgp-por pair===&lt;br /&gt;
*WER over longer corpus:&lt;br /&gt;
*PER over longer corpus:&lt;br /&gt;
*Proportion of stems translated correctly in the longer corpus:&lt;br /&gt;
*Trimmed coverage over longer and large corpora:&lt;br /&gt;
*The number of tokens in longer and large corpora:&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19_TranslationPairs]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10481</id>
		<title>Kaingang and Portuguese</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10481"/>
				<updated>2019-04-23T12:42:09Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Final evaluation */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [[Kaingang]] and [[Portuguese]]. [https://github.com/erick-guti-prado/apertium-por]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por Repository for language pair]&lt;br /&gt;
&lt;br /&gt;
*[https://github.com/erick-guti-prado/apertium-por Portuguese transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus Parallel corpus]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar Contrastive Grammar between Kaingang and Portuguese]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Lexical_Selection Lexical selection]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Structural_Transfer Structural Transfer]&lt;br /&gt;
&lt;br /&gt;
==kgp → por Evaluation==&lt;br /&gt;
===Coverage (number of forms analysed) of Kaingang transducer on kgp.sentences.txt file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32669&lt;br /&gt;
 Coverage: 89.98%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 160	 há&lt;br /&gt;
 60	 kaga&lt;br /&gt;
 52	 mẽg&lt;br /&gt;
 47	 sĩ&lt;br /&gt;
 46	 si&lt;br /&gt;
 44	 nĩn&lt;br /&gt;
 43	 kanẽ&lt;br /&gt;
 42	 Ka&lt;br /&gt;
 40	 ka&lt;br /&gt;
 39	 ké&lt;br /&gt;
 37	 fe&lt;br /&gt;
 34	 pẽn&lt;br /&gt;
 33	 rá&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 27	 panh&lt;br /&gt;
 26	 jafã&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 24	 Jesus&lt;br /&gt;
 Translation time: 0.08736515045166016 seconds&lt;br /&gt;
&lt;br /&gt;
===Coverage of Kaingang-Portuguese transducer (xyz-abc.automorf.hfst) on the same file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp-por/kgp-por.automorf.bin &lt;br /&gt;
 Number of tokenised words in the corpus: 34281&lt;br /&gt;
 Coverage: 58.82%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 739	 vỹ&lt;br /&gt;
 300	 ki&lt;br /&gt;
 287	 fi&lt;br /&gt;
 280	 to&lt;br /&gt;
 198	 há&lt;br /&gt;
 189	 sóg&lt;br /&gt;
 188	 vẽnh&lt;br /&gt;
 182	 tũ&lt;br /&gt;
 171	 tá&lt;br /&gt;
 145	 nĩgtĩ&lt;br /&gt;
 135	 tĩg&lt;br /&gt;
 134	 ha&lt;br /&gt;
 127	 mẽ&lt;br /&gt;
 121	 pẽ&lt;br /&gt;
 114	 kar&lt;br /&gt;
 114	 mág&lt;br /&gt;
 111	 nén&lt;br /&gt;
 111	 kã&lt;br /&gt;
 105	 jẽ&lt;br /&gt;
 102	 kri&lt;br /&gt;
 Translation time: 0.06977176666259766 seconds&lt;br /&gt;
===10 sentences===&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ag mỹ tóg, e tĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Ficaram surpresos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Eles para #ele, #fazer #tendo ido.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ti mré ke ag vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; São os seus companheiros.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré ke&amp;lt;mod&amp;gt;/parente&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Ele #parente #eles #é.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kã’ég ũ tóg sá nĩ, ũ tóg kusũg nĩ, ũ tóg tánh nĩ, ũ tóg kógnár nĩ, e ti nỹtĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Algumas araras são pretas, outras vermelhas, outras verdeazuis, outras pintadas, há muitas variedades.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^sá&amp;lt;mod&amp;gt;/preto&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kusũg&amp;lt;mod&amp;gt;/vermelho&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tánh&amp;lt;mod&amp;gt;/azul&amp;lt;adj&amp;gt;/verde&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kógnár&amp;lt;mod&amp;gt;/pintado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^nỹtĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;pl&amp;gt;/existir&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Arara #alguém #ele #preto #sentar, #alguém #ele #vermelho #sentar, #alguém #ele #azul #sentar, #alguém #ele #pintado #sentar, #fazer #ele #existir&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Tãnh jũn kym ẽg tĩ, kỹ ẽg tóg, ti fár tar ẽn vãvãm tĩ, jó ẽg ti fár tãnãj ẽn mré ti kãtá ke ẽn ko tĩ, tãnh kaju ti.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039;  Cortamos o palmito, jogamos fora a casca dura e comemos a casca mole com o coração.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^jũn&amp;lt;n&amp;gt;/palmito&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^kym&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/cortar&amp;lt;vblex&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^*tar/*tar$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^vãvãm&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pl&amp;gt;/vender&amp;lt;vblex&amp;gt;/descartar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jó&amp;lt;cir&amp;gt;/antes&amp;lt;adv&amp;gt;/em frente&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^tãnãj&amp;lt;n&amp;gt;/mole&amp;lt;adj&amp;gt;&amp;lt;mf&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^*kãtá/*kãtá$ ^ke&amp;lt;n&amp;gt;/sobra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/resto&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^ko&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/usar&amp;lt;vblex&amp;gt;/comer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^tãnh&amp;lt;n&amp;gt;/palmeira&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kaju&amp;lt;v&amp;gt;/empurrar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Palmeira #palmito #cortar #nós #tendo ido, então #nós #ele, #ele #pele *tar #aquele #vender #tendo ido, #antes #nós #ele #pele #mole #aquele com #ele *kãtá #sobra #aquele #usar #tendo ido, #palmeira #empurrar #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ũ tóg ẽg pãnĩ tá ẽg jé prẽr tĩ, kỹ ẽg tóg, vĩrĩn ke kỹ ti mĩ ẽvãnh kỹ, ti mré vĩ mũ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes alguém nos chama nas nossas costas, aí nós nos viramos para olhá-lo e falar com ele.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^jé prẽr&amp;lt;v&amp;gt;&amp;lt;sv&amp;gt;/chamar&amp;lt;vblex&amp;gt;&amp;lt;sv&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^vĩrĩn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/virar-se&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^ẽvãnh&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/enxergar&amp;lt;vblex&amp;gt;/observar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vĩ&amp;lt;n&amp;gt;/palavra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/discurso&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^mũ&amp;lt;a&amp;gt;/fazendo&amp;lt;vblex&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #alguém #ele #nós atrás #nós #chamar #tendo ido, então #nós #ele, #virar-se então #ele dentro #enxergar então, #ele com #palavra #fazendo daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039;Kejẽn ẽg tóg, re ra kutẽ tĩ, ẽg tỹ ĩn kãkã nĩ ra, kỹ ẽg tóg, jãnkã nón kỹ króm ke tĩ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes quando saímos para fora da casa abrimos a porta e saímos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Kejẽn&amp;lt;cir&amp;gt;/Às vezes&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^re&amp;lt;n&amp;gt;/fora&amp;lt;adv&amp;gt;/grama&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/campo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^kutẽ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/cair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ĩn&amp;lt;n&amp;gt;/casa&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kãkã&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/cavoucar&amp;lt;vblex&amp;gt;/revistar&amp;lt;vblex&amp;gt;/vasculhar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jãnkã&amp;lt;n&amp;gt;/porta&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^nón&amp;lt;cir&amp;gt;/após&amp;lt;pr&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^króm ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/sair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039;Às vezes #nós #ele, fora para #cair #tendo ido, #nós por #casa #cavoucar #sentar para, então #nós #ele, #porta após então #sair #tendo ido daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ẽg japry tóg jonjor sag tĩ, kỹ ẽg tóg ti rãgfãn tĩ, ẽg tỹ vẽnhrã hã ti tĩn jé.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes o nosso caminho tem muitas curvas, então nós o endireitamos para ficar mais reto.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^japry&amp;lt;n&amp;gt;/caminho# de algo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;/caminho# de alguém&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^jonjor&amp;lt;n&amp;gt;/curvas&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/ziguezague&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^sag&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/atar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^rãgfãn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/endireitar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vẽnh rã hã&amp;lt;cir&amp;gt;/perto&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/fazer andar&amp;lt;vblex&amp;gt;/passar por cima de&amp;lt;vblex&amp;gt;$ ^jé&amp;lt;n&amp;gt;/reza&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #nós #caminho# de algo #ele #curvas #atar #tendo ido, então #nós #ele #ele #endireitar #tendo ido, #nós por perto #ele #fazer andar #reza.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; “#Eu #assustar #tu,” sim #ele. “#Eu para #tu #ele por, #alguém #sentar #mostrar #sentar #é, #igual para #tu #ele por, #tu #igual #sentar”, sim #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kyfé tỹ ag tóg, jagnẽ mĩ tỹ kririn ke ja nĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Eles haviam se riscado um ao outro com uma faca.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jagnẽ&amp;lt;prn&amp;gt;/si mesmo&amp;lt;prn&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^kririn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/riscar&amp;lt;vblex&amp;gt;$ ^ja&amp;lt;mod&amp;gt;/feito&amp;lt;adj&amp;gt;/terminado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Faca por #eles #ele, #si mesmo dentro por #riscar #feito #sentar.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ẽg tỹ ũ mũmẽg han kỹ ẽg tóg, ti pãnĩ tá ti vóg tĩ; ẽg tỹ ti vatánh vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Quando queremos dar um susto em alguém, nós o pegamos por trás, assim nós o assustamos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^mũmẽg&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/estar com medo&amp;lt;vblex&amp;gt;$ ^han&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sarar&amp;lt;vblex&amp;gt;/melhorar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vóg&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/mexer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^;&amp;lt;sent&amp;gt;/;&amp;lt;sent&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vatánh&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/enganar&amp;lt;vblex&amp;gt;/assustar&amp;lt;vblex&amp;gt;/contrariar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Nós por #alguém #estar com medo #sarar então #nós #ele, #ele atrás #ele #mexer #tendo ido; #nós por #ele #enganar #é.&lt;br /&gt;
&lt;br /&gt;
==Additions==&lt;br /&gt;
*Added 103 words to the bilingual dictionary for &amp;quot;Polished RBMT System&amp;quot; assignment&lt;br /&gt;
==Final evaluation==&lt;br /&gt;
===kgp transducer===&lt;br /&gt;
*Precision and recall against annotated.basic corpus:&lt;br /&gt;
$ precisionRecall ../ling073-kgp-corpus/kgp.annotated.basic.txt ../ling073-kgp-corpus/kgp.annotated.basic.txt&lt;br /&gt;
Totals: 139 forms, 427 tp, 0 fp, 0 tn, 0 fn&lt;br /&gt;
Precision: 100.00000%&lt;br /&gt;
Recall: 100.00000%&lt;br /&gt;
&lt;br /&gt;
*Coverage over the large corpus:&lt;br /&gt;
 $ aq-covtest ling073-kgp-corpus/kgp.corpus.large.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406588&lt;br /&gt;
 Coverage: 91.99%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 726	 nĩn&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 377	 jafã&lt;br /&gt;
 375	 cidade &lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 Translation time: 1.0561802387237549 seconds&lt;br /&gt;
*The number of words in the large corpus: 366,209 &lt;br /&gt;
*The number of stems in the transducer: 2,299&lt;br /&gt;
&lt;br /&gt;
===kgp-por pair===&lt;br /&gt;
*WER over longer corpus:&lt;br /&gt;
*PER over longer corpus:&lt;br /&gt;
*Proportion of stems translated correctly in the longer corpus:&lt;br /&gt;
*Trimmed coverage over longer and large corpora:&lt;br /&gt;
*The number of tokens in longer and large corpora:&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19_TranslationPairs]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10466</id>
		<title>Kaingang and Portuguese</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10466"/>
				<updated>2019-04-20T04:57:46Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Final evaluation */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [[Kaingang]] and [[Portuguese]]. [https://github.com/erick-guti-prado/apertium-por]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por Repository for language pair]&lt;br /&gt;
&lt;br /&gt;
*[https://github.com/erick-guti-prado/apertium-por Portuguese transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus Parallel corpus]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar Contrastive Grammar between Kaingang and Portuguese]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Lexical_Selection Lexical selection]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Structural_Transfer Structural Transfer]&lt;br /&gt;
&lt;br /&gt;
==kgp → por Evaluation==&lt;br /&gt;
===Coverage (number of forms analysed) of Kaingang transducer on kgp.sentences.txt file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32669&lt;br /&gt;
 Coverage: 89.98%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 160	 há&lt;br /&gt;
 60	 kaga&lt;br /&gt;
 52	 mẽg&lt;br /&gt;
 47	 sĩ&lt;br /&gt;
 46	 si&lt;br /&gt;
 44	 nĩn&lt;br /&gt;
 43	 kanẽ&lt;br /&gt;
 42	 Ka&lt;br /&gt;
 40	 ka&lt;br /&gt;
 39	 ké&lt;br /&gt;
 37	 fe&lt;br /&gt;
 34	 pẽn&lt;br /&gt;
 33	 rá&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 27	 panh&lt;br /&gt;
 26	 jafã&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 24	 Jesus&lt;br /&gt;
 Translation time: 0.08736515045166016 seconds&lt;br /&gt;
&lt;br /&gt;
===Coverage of Kaingang-Portuguese transducer (xyz-abc.automorf.hfst) on the same file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp-por/kgp-por.automorf.bin &lt;br /&gt;
 Number of tokenised words in the corpus: 34281&lt;br /&gt;
 Coverage: 58.82%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 739	 vỹ&lt;br /&gt;
 300	 ki&lt;br /&gt;
 287	 fi&lt;br /&gt;
 280	 to&lt;br /&gt;
 198	 há&lt;br /&gt;
 189	 sóg&lt;br /&gt;
 188	 vẽnh&lt;br /&gt;
 182	 tũ&lt;br /&gt;
 171	 tá&lt;br /&gt;
 145	 nĩgtĩ&lt;br /&gt;
 135	 tĩg&lt;br /&gt;
 134	 ha&lt;br /&gt;
 127	 mẽ&lt;br /&gt;
 121	 pẽ&lt;br /&gt;
 114	 kar&lt;br /&gt;
 114	 mág&lt;br /&gt;
 111	 nén&lt;br /&gt;
 111	 kã&lt;br /&gt;
 105	 jẽ&lt;br /&gt;
 102	 kri&lt;br /&gt;
 Translation time: 0.06977176666259766 seconds&lt;br /&gt;
===10 sentences===&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ag mỹ tóg, e tĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Ficaram surpresos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Eles para #ele, #fazer #tendo ido.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ti mré ke ag vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; São os seus companheiros.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré ke&amp;lt;mod&amp;gt;/parente&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Ele #parente #eles #é.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kã’ég ũ tóg sá nĩ, ũ tóg kusũg nĩ, ũ tóg tánh nĩ, ũ tóg kógnár nĩ, e ti nỹtĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Algumas araras são pretas, outras vermelhas, outras verdeazuis, outras pintadas, há muitas variedades.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^sá&amp;lt;mod&amp;gt;/preto&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kusũg&amp;lt;mod&amp;gt;/vermelho&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tánh&amp;lt;mod&amp;gt;/azul&amp;lt;adj&amp;gt;/verde&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kógnár&amp;lt;mod&amp;gt;/pintado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^nỹtĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;pl&amp;gt;/existir&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Arara #alguém #ele #preto #sentar, #alguém #ele #vermelho #sentar, #alguém #ele #azul #sentar, #alguém #ele #pintado #sentar, #fazer #ele #existir&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Tãnh jũn kym ẽg tĩ, kỹ ẽg tóg, ti fár tar ẽn vãvãm tĩ, jó ẽg ti fár tãnãj ẽn mré ti kãtá ke ẽn ko tĩ, tãnh kaju ti.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039;  Cortamos o palmito, jogamos fora a casca dura e comemos a casca mole com o coração.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^jũn&amp;lt;n&amp;gt;/palmito&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^kym&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/cortar&amp;lt;vblex&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^*tar/*tar$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^vãvãm&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pl&amp;gt;/vender&amp;lt;vblex&amp;gt;/descartar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jó&amp;lt;cir&amp;gt;/antes&amp;lt;adv&amp;gt;/em frente&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^tãnãj&amp;lt;n&amp;gt;/mole&amp;lt;adj&amp;gt;&amp;lt;mf&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^*kãtá/*kãtá$ ^ke&amp;lt;n&amp;gt;/sobra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/resto&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^ko&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/usar&amp;lt;vblex&amp;gt;/comer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^tãnh&amp;lt;n&amp;gt;/palmeira&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kaju&amp;lt;v&amp;gt;/empurrar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Palmeira #palmito #cortar #nós #tendo ido, então #nós #ele, #ele #pele *tar #aquele #vender #tendo ido, #antes #nós #ele #pele #mole #aquele com #ele *kãtá #sobra #aquele #usar #tendo ido, #palmeira #empurrar #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ũ tóg ẽg pãnĩ tá ẽg jé prẽr tĩ, kỹ ẽg tóg, vĩrĩn ke kỹ ti mĩ ẽvãnh kỹ, ti mré vĩ mũ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes alguém nos chama nas nossas costas, aí nós nos viramos para olhá-lo e falar com ele.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^jé prẽr&amp;lt;v&amp;gt;&amp;lt;sv&amp;gt;/chamar&amp;lt;vblex&amp;gt;&amp;lt;sv&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^vĩrĩn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/virar-se&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^ẽvãnh&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/enxergar&amp;lt;vblex&amp;gt;/observar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vĩ&amp;lt;n&amp;gt;/palavra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/discurso&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^mũ&amp;lt;a&amp;gt;/fazendo&amp;lt;vblex&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #alguém #ele #nós atrás #nós #chamar #tendo ido, então #nós #ele, #virar-se então #ele dentro #enxergar então, #ele com #palavra #fazendo daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039;Kejẽn ẽg tóg, re ra kutẽ tĩ, ẽg tỹ ĩn kãkã nĩ ra, kỹ ẽg tóg, jãnkã nón kỹ króm ke tĩ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes quando saímos para fora da casa abrimos a porta e saímos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Kejẽn&amp;lt;cir&amp;gt;/Às vezes&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^re&amp;lt;n&amp;gt;/fora&amp;lt;adv&amp;gt;/grama&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/campo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^kutẽ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/cair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ĩn&amp;lt;n&amp;gt;/casa&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kãkã&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/cavoucar&amp;lt;vblex&amp;gt;/revistar&amp;lt;vblex&amp;gt;/vasculhar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jãnkã&amp;lt;n&amp;gt;/porta&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^nón&amp;lt;cir&amp;gt;/após&amp;lt;pr&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^króm ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/sair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039;Às vezes #nós #ele, fora para #cair #tendo ido, #nós por #casa #cavoucar #sentar para, então #nós #ele, #porta após então #sair #tendo ido daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ẽg japry tóg jonjor sag tĩ, kỹ ẽg tóg ti rãgfãn tĩ, ẽg tỹ vẽnhrã hã ti tĩn jé.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes o nosso caminho tem muitas curvas, então nós o endireitamos para ficar mais reto.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^japry&amp;lt;n&amp;gt;/caminho# de algo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;/caminho# de alguém&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^jonjor&amp;lt;n&amp;gt;/curvas&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/ziguezague&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^sag&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/atar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^rãgfãn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/endireitar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vẽnh rã hã&amp;lt;cir&amp;gt;/perto&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/fazer andar&amp;lt;vblex&amp;gt;/passar por cima de&amp;lt;vblex&amp;gt;$ ^jé&amp;lt;n&amp;gt;/reza&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #nós #caminho# de algo #ele #curvas #atar #tendo ido, então #nós #ele #ele #endireitar #tendo ido, #nós por perto #ele #fazer andar #reza.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; “#Eu #assustar #tu,” sim #ele. “#Eu para #tu #ele por, #alguém #sentar #mostrar #sentar #é, #igual para #tu #ele por, #tu #igual #sentar”, sim #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kyfé tỹ ag tóg, jagnẽ mĩ tỹ kririn ke ja nĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Eles haviam se riscado um ao outro com uma faca.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jagnẽ&amp;lt;prn&amp;gt;/si mesmo&amp;lt;prn&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^kririn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/riscar&amp;lt;vblex&amp;gt;$ ^ja&amp;lt;mod&amp;gt;/feito&amp;lt;adj&amp;gt;/terminado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Faca por #eles #ele, #si mesmo dentro por #riscar #feito #sentar.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ẽg tỹ ũ mũmẽg han kỹ ẽg tóg, ti pãnĩ tá ti vóg tĩ; ẽg tỹ ti vatánh vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Quando queremos dar um susto em alguém, nós o pegamos por trás, assim nós o assustamos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^mũmẽg&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/estar com medo&amp;lt;vblex&amp;gt;$ ^han&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sarar&amp;lt;vblex&amp;gt;/melhorar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vóg&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/mexer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^;&amp;lt;sent&amp;gt;/;&amp;lt;sent&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vatánh&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/enganar&amp;lt;vblex&amp;gt;/assustar&amp;lt;vblex&amp;gt;/contrariar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Nós por #alguém #estar com medo #sarar então #nós #ele, #ele atrás #ele #mexer #tendo ido; #nós por #ele #enganar #é.&lt;br /&gt;
&lt;br /&gt;
==Additions==&lt;br /&gt;
*Added 103 words to the bilingual dictionary for &amp;quot;Polished RBMT System&amp;quot; assignment&lt;br /&gt;
==Final evaluation==&lt;br /&gt;
===kgp transducer===&lt;br /&gt;
*Precision against annotated.basic corpus:&lt;br /&gt;
*Recall against annotated.basic corpus:&lt;br /&gt;
*Coverage over the large corpus:&lt;br /&gt;
 $ aq-covtest ling073-kgp-corpus/kgp.corpus.large.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406588&lt;br /&gt;
 Coverage: 91.99%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 726	 nĩn&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 377	 jafã&lt;br /&gt;
 375	 cidade &lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 Translation time: 1.0561802387237549 seconds&lt;br /&gt;
*The number of words in the large corpus: 366,209 &lt;br /&gt;
*The number of stems in the transducer: 2,299&lt;br /&gt;
&lt;br /&gt;
===kgp-por pair===&lt;br /&gt;
*WER over longer corpus:&lt;br /&gt;
*PER over longer corpus:&lt;br /&gt;
*Proportion of stems translated correctly in the longer corpus:&lt;br /&gt;
*Trimmed coverage over longer and large corpora:&lt;br /&gt;
*The number of tokens in longer and large corpora:&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19_TranslationPairs]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10465</id>
		<title>Kaingang and Portuguese</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10465"/>
				<updated>2019-04-20T04:49:40Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* kgp transducer */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [[Kaingang]] and [[Portuguese]]. [https://github.com/erick-guti-prado/apertium-por]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por Repository for language pair]&lt;br /&gt;
&lt;br /&gt;
*[https://github.com/erick-guti-prado/apertium-por Portuguese transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus Parallel corpus]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar Contrastive Grammar between Kaingang and Portuguese]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Lexical_Selection Lexical selection]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Structural_Transfer Structural Transfer]&lt;br /&gt;
&lt;br /&gt;
==kgp → por Evaluation==&lt;br /&gt;
===Coverage (number of forms analysed) of Kaingang transducer on kgp.sentences.txt file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32669&lt;br /&gt;
 Coverage: 89.98%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 160	 há&lt;br /&gt;
 60	 kaga&lt;br /&gt;
 52	 mẽg&lt;br /&gt;
 47	 sĩ&lt;br /&gt;
 46	 si&lt;br /&gt;
 44	 nĩn&lt;br /&gt;
 43	 kanẽ&lt;br /&gt;
 42	 Ka&lt;br /&gt;
 40	 ka&lt;br /&gt;
 39	 ké&lt;br /&gt;
 37	 fe&lt;br /&gt;
 34	 pẽn&lt;br /&gt;
 33	 rá&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 27	 panh&lt;br /&gt;
 26	 jafã&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 24	 Jesus&lt;br /&gt;
 Translation time: 0.08736515045166016 seconds&lt;br /&gt;
&lt;br /&gt;
===Coverage of Kaingang-Portuguese transducer (xyz-abc.automorf.hfst) on the same file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp-por/kgp-por.automorf.bin &lt;br /&gt;
 Number of tokenised words in the corpus: 34281&lt;br /&gt;
 Coverage: 58.82%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 739	 vỹ&lt;br /&gt;
 300	 ki&lt;br /&gt;
 287	 fi&lt;br /&gt;
 280	 to&lt;br /&gt;
 198	 há&lt;br /&gt;
 189	 sóg&lt;br /&gt;
 188	 vẽnh&lt;br /&gt;
 182	 tũ&lt;br /&gt;
 171	 tá&lt;br /&gt;
 145	 nĩgtĩ&lt;br /&gt;
 135	 tĩg&lt;br /&gt;
 134	 ha&lt;br /&gt;
 127	 mẽ&lt;br /&gt;
 121	 pẽ&lt;br /&gt;
 114	 kar&lt;br /&gt;
 114	 mág&lt;br /&gt;
 111	 nén&lt;br /&gt;
 111	 kã&lt;br /&gt;
 105	 jẽ&lt;br /&gt;
 102	 kri&lt;br /&gt;
 Translation time: 0.06977176666259766 seconds&lt;br /&gt;
===10 sentences===&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ag mỹ tóg, e tĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Ficaram surpresos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Eles para #ele, #fazer #tendo ido.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ti mré ke ag vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; São os seus companheiros.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré ke&amp;lt;mod&amp;gt;/parente&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Ele #parente #eles #é.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kã’ég ũ tóg sá nĩ, ũ tóg kusũg nĩ, ũ tóg tánh nĩ, ũ tóg kógnár nĩ, e ti nỹtĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Algumas araras são pretas, outras vermelhas, outras verdeazuis, outras pintadas, há muitas variedades.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^sá&amp;lt;mod&amp;gt;/preto&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kusũg&amp;lt;mod&amp;gt;/vermelho&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tánh&amp;lt;mod&amp;gt;/azul&amp;lt;adj&amp;gt;/verde&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kógnár&amp;lt;mod&amp;gt;/pintado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^nỹtĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;pl&amp;gt;/existir&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Arara #alguém #ele #preto #sentar, #alguém #ele #vermelho #sentar, #alguém #ele #azul #sentar, #alguém #ele #pintado #sentar, #fazer #ele #existir&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Tãnh jũn kym ẽg tĩ, kỹ ẽg tóg, ti fár tar ẽn vãvãm tĩ, jó ẽg ti fár tãnãj ẽn mré ti kãtá ke ẽn ko tĩ, tãnh kaju ti.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039;  Cortamos o palmito, jogamos fora a casca dura e comemos a casca mole com o coração.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^jũn&amp;lt;n&amp;gt;/palmito&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^kym&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/cortar&amp;lt;vblex&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^*tar/*tar$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^vãvãm&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pl&amp;gt;/vender&amp;lt;vblex&amp;gt;/descartar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jó&amp;lt;cir&amp;gt;/antes&amp;lt;adv&amp;gt;/em frente&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^tãnãj&amp;lt;n&amp;gt;/mole&amp;lt;adj&amp;gt;&amp;lt;mf&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^*kãtá/*kãtá$ ^ke&amp;lt;n&amp;gt;/sobra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/resto&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^ko&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/usar&amp;lt;vblex&amp;gt;/comer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^tãnh&amp;lt;n&amp;gt;/palmeira&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kaju&amp;lt;v&amp;gt;/empurrar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Palmeira #palmito #cortar #nós #tendo ido, então #nós #ele, #ele #pele *tar #aquele #vender #tendo ido, #antes #nós #ele #pele #mole #aquele com #ele *kãtá #sobra #aquele #usar #tendo ido, #palmeira #empurrar #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ũ tóg ẽg pãnĩ tá ẽg jé prẽr tĩ, kỹ ẽg tóg, vĩrĩn ke kỹ ti mĩ ẽvãnh kỹ, ti mré vĩ mũ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes alguém nos chama nas nossas costas, aí nós nos viramos para olhá-lo e falar com ele.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^jé prẽr&amp;lt;v&amp;gt;&amp;lt;sv&amp;gt;/chamar&amp;lt;vblex&amp;gt;&amp;lt;sv&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^vĩrĩn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/virar-se&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^ẽvãnh&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/enxergar&amp;lt;vblex&amp;gt;/observar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vĩ&amp;lt;n&amp;gt;/palavra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/discurso&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^mũ&amp;lt;a&amp;gt;/fazendo&amp;lt;vblex&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #alguém #ele #nós atrás #nós #chamar #tendo ido, então #nós #ele, #virar-se então #ele dentro #enxergar então, #ele com #palavra #fazendo daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039;Kejẽn ẽg tóg, re ra kutẽ tĩ, ẽg tỹ ĩn kãkã nĩ ra, kỹ ẽg tóg, jãnkã nón kỹ króm ke tĩ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes quando saímos para fora da casa abrimos a porta e saímos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Kejẽn&amp;lt;cir&amp;gt;/Às vezes&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^re&amp;lt;n&amp;gt;/fora&amp;lt;adv&amp;gt;/grama&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/campo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^kutẽ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/cair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ĩn&amp;lt;n&amp;gt;/casa&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kãkã&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/cavoucar&amp;lt;vblex&amp;gt;/revistar&amp;lt;vblex&amp;gt;/vasculhar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jãnkã&amp;lt;n&amp;gt;/porta&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^nón&amp;lt;cir&amp;gt;/após&amp;lt;pr&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^króm ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/sair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039;Às vezes #nós #ele, fora para #cair #tendo ido, #nós por #casa #cavoucar #sentar para, então #nós #ele, #porta após então #sair #tendo ido daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ẽg japry tóg jonjor sag tĩ, kỹ ẽg tóg ti rãgfãn tĩ, ẽg tỹ vẽnhrã hã ti tĩn jé.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes o nosso caminho tem muitas curvas, então nós o endireitamos para ficar mais reto.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^japry&amp;lt;n&amp;gt;/caminho# de algo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;/caminho# de alguém&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^jonjor&amp;lt;n&amp;gt;/curvas&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/ziguezague&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^sag&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/atar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^rãgfãn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/endireitar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vẽnh rã hã&amp;lt;cir&amp;gt;/perto&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/fazer andar&amp;lt;vblex&amp;gt;/passar por cima de&amp;lt;vblex&amp;gt;$ ^jé&amp;lt;n&amp;gt;/reza&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #nós #caminho# de algo #ele #curvas #atar #tendo ido, então #nós #ele #ele #endireitar #tendo ido, #nós por perto #ele #fazer andar #reza.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; “#Eu #assustar #tu,” sim #ele. “#Eu para #tu #ele por, #alguém #sentar #mostrar #sentar #é, #igual para #tu #ele por, #tu #igual #sentar”, sim #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kyfé tỹ ag tóg, jagnẽ mĩ tỹ kririn ke ja nĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Eles haviam se riscado um ao outro com uma faca.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jagnẽ&amp;lt;prn&amp;gt;/si mesmo&amp;lt;prn&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^kririn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/riscar&amp;lt;vblex&amp;gt;$ ^ja&amp;lt;mod&amp;gt;/feito&amp;lt;adj&amp;gt;/terminado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Faca por #eles #ele, #si mesmo dentro por #riscar #feito #sentar.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ẽg tỹ ũ mũmẽg han kỹ ẽg tóg, ti pãnĩ tá ti vóg tĩ; ẽg tỹ ti vatánh vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Quando queremos dar um susto em alguém, nós o pegamos por trás, assim nós o assustamos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^mũmẽg&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/estar com medo&amp;lt;vblex&amp;gt;$ ^han&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sarar&amp;lt;vblex&amp;gt;/melhorar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vóg&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/mexer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^;&amp;lt;sent&amp;gt;/;&amp;lt;sent&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vatánh&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/enganar&amp;lt;vblex&amp;gt;/assustar&amp;lt;vblex&amp;gt;/contrariar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Nós por #alguém #estar com medo #sarar então #nós #ele, #ele atrás #ele #mexer #tendo ido; #nós por #ele #enganar #é.&lt;br /&gt;
&lt;br /&gt;
==Additions==&lt;br /&gt;
*Added 103 words to the bilingual dictionary for &amp;quot;Polished RBMT System&amp;quot; assignment&lt;br /&gt;
==Final evaluation==&lt;br /&gt;
===kgp transducer===&lt;br /&gt;
*Precision against annotated.basic corpus:&lt;br /&gt;
*Recall against annotated.basic corpus:&lt;br /&gt;
*Coverage over the large corpus:&lt;br /&gt;
 $ aq-covtest ling073-kgp-corpus/kgp.corpus.large.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 406588&lt;br /&gt;
 Coverage: 91.99%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 726	 nĩn&lt;br /&gt;
 716	 Cristo&lt;br /&gt;
 609	 vég&lt;br /&gt;
 549	 venh&lt;br /&gt;
 480	 nỹtĩn&lt;br /&gt;
 470	 Senhor&lt;br /&gt;
 428	 nĩm&lt;br /&gt;
 392	 hẽn&lt;br /&gt;
 385	 kuprĩg&lt;br /&gt;
 377	 jafã&lt;br /&gt;
 375	 cidade &lt;br /&gt;
 350	 henh&lt;br /&gt;
 340	 Paulo&lt;br /&gt;
 334	 jyvẽn&lt;br /&gt;
 331	 pir&lt;br /&gt;
 308	 mũꞌ&lt;br /&gt;
 307	 nĩꞌ&lt;br /&gt;
 307	 Pedro&lt;br /&gt;
 289	 régre&lt;br /&gt;
 271	 vin&lt;br /&gt;
 Translation time: 1.0561802387237549 seconds&lt;br /&gt;
*The number of words in the large corpus:&lt;br /&gt;
*The number of stems in the transducer:&lt;br /&gt;
&lt;br /&gt;
===kgp-por pair===&lt;br /&gt;
*WER over longer corpus:&lt;br /&gt;
*PER over longer corpus:&lt;br /&gt;
*Proportion of stems translated correctly in the longer corpus:&lt;br /&gt;
*Trimmed coverage over longer and large corpora:&lt;br /&gt;
*The number of tokens in longer and large corpora:&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19_TranslationPairs]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10464</id>
		<title>Kaingang and Portuguese</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese&amp;diff=10464"/>
				<updated>2019-04-20T04:32:08Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [[Kaingang]] and [[Portuguese]]. [https://github.com/erick-guti-prado/apertium-por]&lt;br /&gt;
&lt;br /&gt;
==External Resources==&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por Repository for language pair]&lt;br /&gt;
&lt;br /&gt;
*[https://github.com/erick-guti-prado/apertium-por Portuguese transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp Kaingang transducer]&lt;br /&gt;
&lt;br /&gt;
*[https://github.swarthmore.edu/Ling073-sp19/ling073-kgp-por-corpus Parallel corpus]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Contrastive_Grammar Contrastive Grammar between Kaingang and Portuguese]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Lexical_Selection Lexical selection]&lt;br /&gt;
&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Kaingang_and_Portuguese/Structural_Transfer Structural Transfer]&lt;br /&gt;
&lt;br /&gt;
==kgp → por Evaluation==&lt;br /&gt;
===Coverage (number of forms analysed) of Kaingang transducer on kgp.sentences.txt file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp/kgp.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 32669&lt;br /&gt;
 Coverage: 89.98%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 160	 há&lt;br /&gt;
 60	 kaga&lt;br /&gt;
 52	 mẽg&lt;br /&gt;
 47	 sĩ&lt;br /&gt;
 46	 si&lt;br /&gt;
 44	 nĩn&lt;br /&gt;
 43	 kanẽ&lt;br /&gt;
 42	 Ka&lt;br /&gt;
 40	 ka&lt;br /&gt;
 39	 ké&lt;br /&gt;
 37	 fe&lt;br /&gt;
 34	 pẽn&lt;br /&gt;
 33	 rá&lt;br /&gt;
 30	 nĩm&lt;br /&gt;
 27	 vég&lt;br /&gt;
 27	 panh&lt;br /&gt;
 26	 jafã&lt;br /&gt;
 26	 isóg&lt;br /&gt;
 24	 jagy&lt;br /&gt;
 24	 Jesus&lt;br /&gt;
 Translation time: 0.08736515045166016 seconds&lt;br /&gt;
&lt;br /&gt;
===Coverage of Kaingang-Portuguese transducer (xyz-abc.automorf.hfst) on the same file===&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.sentences.txt ling073-kgp-por/kgp-por.automorf.bin &lt;br /&gt;
 Number of tokenised words in the corpus: 34281&lt;br /&gt;
 Coverage: 58.82%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 739	 vỹ&lt;br /&gt;
 300	 ki&lt;br /&gt;
 287	 fi&lt;br /&gt;
 280	 to&lt;br /&gt;
 198	 há&lt;br /&gt;
 189	 sóg&lt;br /&gt;
 188	 vẽnh&lt;br /&gt;
 182	 tũ&lt;br /&gt;
 171	 tá&lt;br /&gt;
 145	 nĩgtĩ&lt;br /&gt;
 135	 tĩg&lt;br /&gt;
 134	 ha&lt;br /&gt;
 127	 mẽ&lt;br /&gt;
 121	 pẽ&lt;br /&gt;
 114	 kar&lt;br /&gt;
 114	 mág&lt;br /&gt;
 111	 nén&lt;br /&gt;
 111	 kã&lt;br /&gt;
 105	 jẽ&lt;br /&gt;
 102	 kri&lt;br /&gt;
 Translation time: 0.06977176666259766 seconds&lt;br /&gt;
===10 sentences===&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ag mỹ tóg, e tĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Ficaram surpresos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Eles para #ele, #fazer #tendo ido.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ti mré ke ag vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; São os seus companheiros.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré ke&amp;lt;mod&amp;gt;/parente&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Ele #parente #eles #é.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kã’ég ũ tóg sá nĩ, ũ tóg kusũg nĩ, ũ tóg tánh nĩ, ũ tóg kógnár nĩ, e ti nỹtĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Algumas araras são pretas, outras vermelhas, outras verdeazuis, outras pintadas, há muitas variedades.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^sá&amp;lt;mod&amp;gt;/preto&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kusũg&amp;lt;mod&amp;gt;/vermelho&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tánh&amp;lt;mod&amp;gt;/azul&amp;lt;adj&amp;gt;/verde&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^kógnár&amp;lt;mod&amp;gt;/pintado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^e&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/fazer&amp;lt;vblex&amp;gt;/causar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^nỹtĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;pl&amp;gt;/existir&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Arara #alguém #ele #preto #sentar, #alguém #ele #vermelho #sentar, #alguém #ele #azul #sentar, #alguém #ele #pintado #sentar, #fazer #ele #existir&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Tãnh jũn kym ẽg tĩ, kỹ ẽg tóg, ti fár tar ẽn vãvãm tĩ, jó ẽg ti fár tãnãj ẽn mré ti kãtá ke ẽn ko tĩ, tãnh kaju ti.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039;  Cortamos o palmito, jogamos fora a casca dura e comemos a casca mole com o coração.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^jũn&amp;lt;n&amp;gt;/palmito&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^kym&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/cortar&amp;lt;vblex&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^*tar/*tar$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^vãvãm&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pl&amp;gt;/vender&amp;lt;vblex&amp;gt;/descartar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jó&amp;lt;cir&amp;gt;/antes&amp;lt;adv&amp;gt;/em frente&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^fár&amp;lt;n&amp;gt;/pele&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/casca&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^tãnãj&amp;lt;n&amp;gt;/mole&amp;lt;adj&amp;gt;&amp;lt;mf&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^*kãtá/*kãtá$ ^ke&amp;lt;n&amp;gt;/sobra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/resto&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ẽn&amp;lt;prn&amp;gt;&amp;lt;dem&amp;gt;/aquele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;dem&amp;gt;$ ^ko&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/usar&amp;lt;vblex&amp;gt;/comer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^tãnh&amp;lt;n&amp;gt;/palmeira&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kaju&amp;lt;v&amp;gt;/empurrar&amp;lt;vblex&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Palmeira #palmito #cortar #nós #tendo ido, então #nós #ele, #ele #pele *tar #aquele #vender #tendo ido, #antes #nós #ele #pele #mole #aquele com #ele *kãtá #sobra #aquele #usar #tendo ido, #palmeira #empurrar #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ũ tóg ẽg pãnĩ tá ẽg jé prẽr tĩ, kỹ ẽg tóg, vĩrĩn ke kỹ ti mĩ ẽvãnh kỹ, ti mré vĩ mũ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes alguém nos chama nas nossas costas, aí nós nos viramos para olhá-lo e falar com ele.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^jé prẽr&amp;lt;v&amp;gt;&amp;lt;sv&amp;gt;/chamar&amp;lt;vblex&amp;gt;&amp;lt;sv&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^vĩrĩn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/virar-se&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^ẽvãnh&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/enxergar&amp;lt;vblex&amp;gt;/observar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mré&amp;lt;cir&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vĩ&amp;lt;n&amp;gt;/palavra&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/discurso&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^mũ&amp;lt;a&amp;gt;/fazendo&amp;lt;vblex&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #alguém #ele #nós atrás #nós #chamar #tendo ido, então #nós #ele, #virar-se então #ele dentro #enxergar então, #ele com #palavra #fazendo daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039;Kejẽn ẽg tóg, re ra kutẽ tĩ, ẽg tỹ ĩn kãkã nĩ ra, kỹ ẽg tóg, jãnkã nón kỹ króm ke tĩ sir.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes quando saímos para fora da casa abrimos a porta e saímos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Kejẽn&amp;lt;cir&amp;gt;/Às vezes&amp;lt;adv&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^re&amp;lt;n&amp;gt;/fora&amp;lt;adv&amp;gt;/grama&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/campo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^kutẽ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/cair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ĩn&amp;lt;n&amp;gt;/casa&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^kãkã&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/cavoucar&amp;lt;vblex&amp;gt;/revistar&amp;lt;vblex&amp;gt;/vasculhar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jãnkã&amp;lt;n&amp;gt;/porta&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^nón&amp;lt;cir&amp;gt;/após&amp;lt;pr&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^króm ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/sair&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$ ^sir&amp;lt;o&amp;gt;/daí&amp;lt;cnjadv&amp;gt;/então&amp;lt;adv&amp;gt;/assim&amp;lt;adv&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039;Às vezes #nós #ele, fora para #cair #tendo ido, #nós por #casa #cavoucar #sentar para, então #nós #ele, #porta após então #sair #tendo ido daí.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kejẽn ẽg japry tóg jonjor sag tĩ, kỹ ẽg tóg ti rãgfãn tĩ, ẽg tỹ vẽnhrã hã ti tĩn jé.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Às vezes o nosso caminho tem muitas curvas, então nós o endireitamos para ficar mais reto.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^japry&amp;lt;n&amp;gt;/caminho# de algo&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;/caminho# de alguém&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^jonjor&amp;lt;n&amp;gt;/curvas&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;/ziguezague&amp;lt;n&amp;gt;&amp;lt;m&amp;gt;$ ^sag&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/atar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^rãgfãn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/endireitar&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^vẽnh rã hã&amp;lt;cir&amp;gt;/perto&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tĩn&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/fazer andar&amp;lt;vblex&amp;gt;/passar por cima de&amp;lt;vblex&amp;gt;$ ^jé&amp;lt;n&amp;gt;/reza&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; Às vezes #nós #caminho# de algo #ele #curvas #atar #tendo ido, então #nós #ele #ele #endireitar #tendo ido, #nós por perto #ele #fazer andar #reza.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de ti&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/de você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;intj&amp;gt;/sim&amp;lt;adv&amp;gt;/aceito&amp;lt;adj&amp;gt;/vou fazer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; “#Eu #assustar #tu,” sim #ele. “#Eu para #tu #ele por, #alguém #sentar #mostrar #sentar #é, #igual para #tu #ele por, #tu #igual #sentar”, sim #ele.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Kyfé tỹ ag tóg, jagnẽ mĩ tỹ kririn ke ja nĩ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Eles haviam se riscado um ao outro com uma faca.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ag&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/eles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/deles&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^jagnẽ&amp;lt;prn&amp;gt;/si mesmo&amp;lt;prn&amp;gt;$ ^mĩ&amp;lt;cir&amp;gt;/dentro&amp;lt;adv&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^kririn ke&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/riscar&amp;lt;vblex&amp;gt;$ ^ja&amp;lt;mod&amp;gt;/feito&amp;lt;adj&amp;gt;/terminado&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sentar&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Faca por #eles #ele, #si mesmo dentro por #riscar #feito #sentar.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Original sentence: &amp;#039;&amp;#039;&amp;#039; Ẽg tỹ ũ mũmẽg han kỹ ẽg tóg, ti pãnĩ tá ti vóg tĩ; ẽg tỹ ti vatánh vẽ.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;Intended Portuguese translation: &amp;#039;&amp;#039;&amp;#039; Quando queremos dar um susto em alguém, nós o pegamos por trás, assim nós o assustamos.&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por-biltrans output: &amp;#039;&amp;#039;&amp;#039; ^Ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^mũmẽg&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;/estar com medo&amp;lt;vblex&amp;gt;$ ^han&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;/sarar&amp;lt;vblex&amp;gt;/melhorar&amp;lt;vblex&amp;gt;$ ^kỹ&amp;lt;conj&amp;gt;/então&amp;lt;adv&amp;gt;/por causa de&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^pãnĩ tá&amp;lt;cir&amp;gt;/atrás&amp;lt;adv&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vóg&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/mexer&amp;lt;vblex&amp;gt;$ ^tĩ&amp;lt;a&amp;gt;/tendo ido&amp;lt;vblex&amp;gt;/habitualmente&amp;lt;adv&amp;gt;$^;&amp;lt;sent&amp;gt;/;&amp;lt;sent&amp;gt;$ ^ẽg&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/nós&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/nosso&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$ ^ti&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/lhe&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/dele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^vatánh&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/enganar&amp;lt;vblex&amp;gt;/assustar&amp;lt;vblex&amp;gt;/contrariar&amp;lt;vblex&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
 &amp;#039;&amp;#039;&amp;#039;kgp-por output: &amp;#039;&amp;#039;&amp;#039; #Nós por #alguém #estar com medo #sarar então #nós #ele, #ele atrás #ele #mexer #tendo ido; #nós por #ele #enganar #é.&lt;br /&gt;
&lt;br /&gt;
==Additions==&lt;br /&gt;
*Added 103 words to the bilingual dictionary for &amp;quot;Polished RBMT System&amp;quot; assignment&lt;br /&gt;
==Final evaluation==&lt;br /&gt;
===kgp transducer===&lt;br /&gt;
*Precision against annotated.basic corpus:&lt;br /&gt;
*Recall against annotated.basic corpus:&lt;br /&gt;
*Coverage over the large corpus:&lt;br /&gt;
*The number of words in the large corpus:&lt;br /&gt;
*The number of stems in the transducer:&lt;br /&gt;
===kgp-por pair===&lt;br /&gt;
*WER over longer corpus:&lt;br /&gt;
*PER over longer corpus:&lt;br /&gt;
*Proportion of stems translated correctly in the longer corpus:&lt;br /&gt;
*Trimmed coverage over longer and large corpora:&lt;br /&gt;
*The number of tokens in longer and large corpora:&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp19_TranslationPairs]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Structural_Transfer&amp;diff=10463</id>
		<title>Kaingang and Portuguese/Structural Transfer</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Structural_Transfer&amp;diff=10463"/>
				<updated>2019-04-19T19:16:17Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: /* Example for implementation */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Sp19_StructuralTransfer]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;br /&gt;
==Pre-evaluation==&lt;br /&gt;
 Statistics about input files&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Number of words in reference: 63&lt;br /&gt;
 Number of words in test: 63 &lt;br /&gt;
 Number of unknown words (marked with a star) in test: 26&lt;br /&gt;
 Percentage of unknown words: 41.27 %&lt;br /&gt;
 &lt;br /&gt;
 Results when removing unknown-word marks (stars)&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Edit distance: 38&lt;br /&gt;
 Word error rate (WER): 60.32 %&lt;br /&gt;
 Number of position-independent correct words: 25&lt;br /&gt;
 Position-independent word error rate (PER): 60.32 %&lt;br /&gt;
 &lt;br /&gt;
 Results when unknown-word marks (stars) are not removed&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Edit distance: 63&lt;br /&gt;
 Word Error Rate (WER): 100.00 %&lt;br /&gt;
 Number of position-independent correct words: 0&lt;br /&gt;
 Position-independent word error rate (PER): 100.00 % &lt;br /&gt;
&lt;br /&gt;
 Statistics about the translation of unknown words&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Number of unknown words which were free rides: 25&lt;br /&gt;
 Percentage of unknown words that were free rides: 96.15 %&lt;br /&gt;
 &lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;WER:&amp;#039;&amp;#039;&amp;#039; 60.32%&lt;br /&gt;
&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;PER:&amp;#039;&amp;#039;&amp;#039; 60.32%&lt;br /&gt;
&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Coverage:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.tests.txt ling073-kgp-por/kgp-por.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 82&lt;br /&gt;
 Coverage: 64.63%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 3	 vỹ&lt;br /&gt;
 2	 fi&lt;br /&gt;
 1	 kafã&lt;br /&gt;
 1	 Nũgnũj&lt;br /&gt;
 1	 kur&lt;br /&gt;
 1	 ẽgno&lt;br /&gt;
 1	 tũg&lt;br /&gt;
 1	 São&lt;br /&gt;
 1	 Pau&lt;br /&gt;
 1	 o&lt;br /&gt;
 1	 rã&lt;br /&gt;
 1	 jur&lt;br /&gt;
 1	 tá&lt;br /&gt;
 1	 Téj&lt;br /&gt;
 1	 ki&lt;br /&gt;
 1	 panh&lt;br /&gt;
 1	 kãfór&lt;br /&gt;
 1	 kyrũ&lt;br /&gt;
 1	 jãmré&lt;br /&gt;
 1	 ũn&lt;br /&gt;
 Translation time: 0.0028295516967773438 seconds&lt;br /&gt;
==Example for implementation==&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Sentence:&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
 “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Portuguese Translation:&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
 “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Tagger output:&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
 “^Inh/inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/inh&amp;lt;prn&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;$ ^kã’u/kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;$ ^ã/ã&amp;lt;prn&amp;gt;/ã&amp;lt;prn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;$^,/,&amp;lt;cm&amp;gt;$” ^he/he&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;$ ^tóg/tóg&amp;lt;su&amp;gt;$^./.&amp;lt;sent&amp;gt;$ “^Inh/inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/inh&amp;lt;prn&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;$ ^mỹ/mỹ&amp;lt;cir&amp;gt;$ ^ã/ã&amp;lt;prn&amp;gt;/ã&amp;lt;prn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;$ ^tóg/tóg&amp;lt;su&amp;gt;$ ^tỹ/tỹ&amp;lt;cir&amp;gt;$^,/,&amp;lt;cm&amp;gt;$ ^ũ/ũ&amp;lt;prn&amp;gt;$ ^nĩ/nĩ&amp;lt;a&amp;gt;/nĩ&amp;lt;n&amp;gt;/nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;$ ^ven/ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;$ ^nĩ/nĩ&amp;lt;a&amp;gt;/nĩ&amp;lt;n&amp;gt;/nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;$ ^vẽ/vẽ&amp;lt;a&amp;gt;$^,/,&amp;lt;cm&amp;gt;$ ^hã/hã&amp;lt;o&amp;gt;$ ^ra/ra&amp;lt;cir&amp;gt;$ ^ã/ã&amp;lt;prn&amp;gt;/ã&amp;lt;prn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;$ ^tóg/tóg&amp;lt;su&amp;gt;$ ^tỹ/tỹ&amp;lt;cir&amp;gt;$^,/,&amp;lt;cm&amp;gt;$ ^ã/ã&amp;lt;prn&amp;gt;/ã&amp;lt;prn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;$ ^hã/hã&amp;lt;o&amp;gt;$ ^nĩ/nĩ&amp;lt;a&amp;gt;/nĩ&amp;lt;n&amp;gt;/nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;$”^,/,&amp;lt;cm&amp;gt;$ ^he/he&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;$ ^tóg/tóg&amp;lt;su&amp;gt;$^./.&amp;lt;sent&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Biltrans output:&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
 “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/dizer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;a&amp;gt;/no momento&amp;lt;adv&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;a&amp;gt;/no momento&amp;lt;adv&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;a&amp;gt;/no momento&amp;lt;adv&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/dizer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Chunker output:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 2 mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 3 ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt; tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 2 tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 2 ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 3 ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt; tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 2 tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;&lt;br /&gt;
 “^default&amp;lt;default&amp;gt;{^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^assustar&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$” ^default&amp;lt;default&amp;gt;{^dizer&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$ “^default&amp;lt;default&amp;gt;{^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^para&amp;lt;pr&amp;gt;$}$ ^prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^mostrar&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^é&amp;lt;vblex&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^igual&amp;lt;adj&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^para&amp;lt;pr&amp;gt;$}$ ^prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^igual&amp;lt;adj&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$”^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^dizer&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Interchunk output:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 apertium-interchunk: Rule 1 prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}&lt;br /&gt;
 apertium-interchunk: Rule 2 prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$} pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}&lt;br /&gt;
 apertium-interchunk: Rule 1 prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}&lt;br /&gt;
 apertium-interchunk: Rule 2 prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$} pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}&lt;br /&gt;
 “^default&amp;lt;default&amp;gt;{^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^assustar&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$” ^default&amp;lt;default&amp;gt;{^dizer&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$ “^default&amp;lt;default&amp;gt;{^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^para&amp;lt;pr&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}$ ^prn&amp;lt;SN&amp;gt;&amp;lt;obj&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^mostrar&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^é&amp;lt;vblex&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^igual&amp;lt;adj&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^para&amp;lt;pr&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}$ ^prn&amp;lt;SN&amp;gt;&amp;lt;obj&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^igual&amp;lt;adj&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$”^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^dizer&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Postchunk output:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 “^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^assustar&amp;lt;vblex&amp;gt;$ ^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$^,&amp;lt;cm&amp;gt;$” ^dizer&amp;lt;vblex&amp;gt;$ ^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;$ “^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^para&amp;lt;pr&amp;gt;$ ^por&amp;lt;pr&amp;gt;$ ^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;obj&amp;gt;$^,&amp;lt;cm&amp;gt;$ ^alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^no momento&amp;lt;adv&amp;gt;$ ^mostrar&amp;lt;vblex&amp;gt;$ ^no momento&amp;lt;adv&amp;gt;$ ^é&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;$ ^igual&amp;lt;adj&amp;gt;$ ^para&amp;lt;pr&amp;gt;$ ^por&amp;lt;pr&amp;gt;$ ^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;obj&amp;gt;$^,&amp;lt;cm&amp;gt;$ ^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$ ^igual&amp;lt;adj&amp;gt;$ ^no momento&amp;lt;adv&amp;gt;$”^,&amp;lt;cm&amp;gt;$ ^dizer&amp;lt;vblex&amp;gt;$ ^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;kgp-por output:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 “#Eu #assustar #tu,” #dizer #ele. “#Eu para por ti, #alguém #no momento #mostrar #no momento #é, #igual para por ti, #tu #igual #no momento”, #dizer #ele.&lt;br /&gt;
&lt;br /&gt;
==Post-evaluation==&lt;br /&gt;
 $ apertium-eval-translator -r ../tools/kgp.tests.txt -t ../ling073-kgp-por/kgp-por.tests.txt&lt;br /&gt;
 Test file: &amp;#039;../ling073-kgp-por/kgp-por.tests.txt&amp;#039;&lt;br /&gt;
 Reference file &amp;#039;../tools/kgp.tests.txt&amp;#039;&lt;br /&gt;
 &lt;br /&gt;
 Statistics about input files&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Number of words in reference: 63&lt;br /&gt;
 Number of words in test: 73&lt;br /&gt;
 Number of unknown words (marked with a star) in test: &lt;br /&gt;
 Percentage of unknown words: 0.00 %&lt;br /&gt;
 &lt;br /&gt;
 Results when removing unknown-word marks (stars)&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Edit distance: 72&lt;br /&gt;
 Word error rate (WER): 114.29 %&lt;br /&gt;
 Number of position-independent correct words: 1&lt;br /&gt;
 Position-independent word error rate (PER): 114.29 %&lt;br /&gt;
 &lt;br /&gt;
 Results when unknown-word marks (stars) are not removed&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Edit distance: 72&lt;br /&gt;
 Word Error Rate (WER): 114.29 %&lt;br /&gt;
 Number of position-independent correct words: 1&lt;br /&gt;
 Position-independent word error rate (PER): 114.29 %&lt;br /&gt;
 &lt;br /&gt;
 Statistics about the translation of unknown words&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Number of unknown words which were free rides: 0&lt;br /&gt;
 Percentage of unknown words that were free rides: 0%&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;WER:&amp;#039;&amp;#039;&amp;#039; 114.29 % ???&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;PER:&amp;#039;&amp;#039;&amp;#039; 114.29 % ???&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Coverage:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.tests.txt ling073-kgp-por/kgp-por.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 80&lt;br /&gt;
 Coverage: 100.00%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 Translation time: 0.002888202667236328 seconds&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Structural_Transfer&amp;diff=10462</id>
		<title>Kaingang and Portuguese/Structural Transfer</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Kaingang_and_Portuguese/Structural_Transfer&amp;diff=10462"/>
				<updated>2019-04-19T19:15:44Z</updated>
		
		<summary type="html">&lt;p&gt;Drosset1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Sp19_StructuralTransfer]] [[Category:Kaingang]] [[Category:Portuguese]]&lt;br /&gt;
==Pre-evaluation==&lt;br /&gt;
 Statistics about input files&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Number of words in reference: 63&lt;br /&gt;
 Number of words in test: 63 &lt;br /&gt;
 Number of unknown words (marked with a star) in test: 26&lt;br /&gt;
 Percentage of unknown words: 41.27 %&lt;br /&gt;
 &lt;br /&gt;
 Results when removing unknown-word marks (stars)&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Edit distance: 38&lt;br /&gt;
 Word error rate (WER): 60.32 %&lt;br /&gt;
 Number of position-independent correct words: 25&lt;br /&gt;
 Position-independent word error rate (PER): 60.32 %&lt;br /&gt;
 &lt;br /&gt;
 Results when unknown-word marks (stars) are not removed&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Edit distance: 63&lt;br /&gt;
 Word Error Rate (WER): 100.00 %&lt;br /&gt;
 Number of position-independent correct words: 0&lt;br /&gt;
 Position-independent word error rate (PER): 100.00 % &lt;br /&gt;
&lt;br /&gt;
 Statistics about the translation of unknown words&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Number of unknown words which were free rides: 25&lt;br /&gt;
 Percentage of unknown words that were free rides: 96.15 %&lt;br /&gt;
 &lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;WER:&amp;#039;&amp;#039;&amp;#039; 60.32%&lt;br /&gt;
&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;PER:&amp;#039;&amp;#039;&amp;#039; 60.32%&lt;br /&gt;
&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Coverage:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.tests.txt ling073-kgp-por/kgp-por.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 82&lt;br /&gt;
 Coverage: 64.63%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 3	 vỹ&lt;br /&gt;
 2	 fi&lt;br /&gt;
 1	 kafã&lt;br /&gt;
 1	 Nũgnũj&lt;br /&gt;
 1	 kur&lt;br /&gt;
 1	 ẽgno&lt;br /&gt;
 1	 tũg&lt;br /&gt;
 1	 São&lt;br /&gt;
 1	 Pau&lt;br /&gt;
 1	 o&lt;br /&gt;
 1	 rã&lt;br /&gt;
 1	 jur&lt;br /&gt;
 1	 tá&lt;br /&gt;
 1	 Téj&lt;br /&gt;
 1	 ki&lt;br /&gt;
 1	 panh&lt;br /&gt;
 1	 kãfór&lt;br /&gt;
 1	 kyrũ&lt;br /&gt;
 1	 jãmré&lt;br /&gt;
 1	 ũn&lt;br /&gt;
 Translation time: 0.0028295516967773438 seconds&lt;br /&gt;
==Example for implementation==&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Sentence:&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
 “Inh kã’u ã,” he tóg. “Inh mỹ ã tóg tỹ, ũ nĩ ven nĩ vẽ, hã ra ã tóg tỹ, ã hã nĩ”, he tóg.&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Portuguese Translation:&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
 “Você me assustou, pensei que você era um outro mas é você mesmo”, ele falou para mim.&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Tagger output:&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
 “^Inh/inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/inh&amp;lt;prn&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;$ ^kã’u/kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;$ ^ã/ã&amp;lt;prn&amp;gt;/ã&amp;lt;prn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;$^,/,&amp;lt;cm&amp;gt;$” ^he/he&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;$ ^tóg/tóg&amp;lt;su&amp;gt;$^./.&amp;lt;sent&amp;gt;$ “^Inh/inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/inh&amp;lt;prn&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;$ ^mỹ/mỹ&amp;lt;cir&amp;gt;$ ^ã/ã&amp;lt;prn&amp;gt;/ã&amp;lt;prn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;$ ^tóg/tóg&amp;lt;su&amp;gt;$ ^tỹ/tỹ&amp;lt;cir&amp;gt;$^,/,&amp;lt;cm&amp;gt;$ ^ũ/ũ&amp;lt;prn&amp;gt;$ ^nĩ/nĩ&amp;lt;a&amp;gt;/nĩ&amp;lt;n&amp;gt;/nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;$ ^ven/ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;$ ^nĩ/nĩ&amp;lt;a&amp;gt;/nĩ&amp;lt;n&amp;gt;/nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;$ ^vẽ/vẽ&amp;lt;a&amp;gt;$^,/,&amp;lt;cm&amp;gt;$ ^hã/hã&amp;lt;o&amp;gt;$ ^ra/ra&amp;lt;cir&amp;gt;$ ^ã/ã&amp;lt;prn&amp;gt;/ã&amp;lt;prn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;$ ^tóg/tóg&amp;lt;su&amp;gt;$ ^tỹ/tỹ&amp;lt;cir&amp;gt;$^,/,&amp;lt;cm&amp;gt;$ ^ã/ã&amp;lt;prn&amp;gt;/ã&amp;lt;prn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;$ ^hã/hã&amp;lt;o&amp;gt;$ ^nĩ/nĩ&amp;lt;a&amp;gt;/nĩ&amp;lt;n&amp;gt;/nĩ&amp;lt;v&amp;gt;&amp;lt;iv&amp;gt;&amp;lt;sg&amp;gt;$”^,/,&amp;lt;cm&amp;gt;$ ^he/he&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;$ ^tóg/tóg&amp;lt;su&amp;gt;$^./.&amp;lt;sent&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Biltrans output:&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
 “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^kã’u&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/assustar&amp;lt;vblex&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$” ^he&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/dizer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$ “^Inh&amp;lt;prn&amp;gt;&amp;lt;pes&amp;gt;/Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/Meu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;/De mim&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ũ&amp;lt;prn&amp;gt;/alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^nĩ&amp;lt;a&amp;gt;/no momento&amp;lt;adv&amp;gt;$ ^ven&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;sg&amp;gt;/mostrar&amp;lt;vblex&amp;gt;$ ^nĩ&amp;lt;a&amp;gt;/no momento&amp;lt;adv&amp;gt;$ ^vẽ&amp;lt;a&amp;gt;/é&amp;lt;vblex&amp;gt;/era&amp;lt;vblex&amp;gt;/ser&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;$^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^ã&amp;lt;prn&amp;gt;/teu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/seu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/você&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$ ^hã&amp;lt;o&amp;gt;/igual&amp;lt;adj&amp;gt;/parecido&amp;lt;adj&amp;gt;$ ^nĩ&amp;lt;a&amp;gt;/no momento&amp;lt;adv&amp;gt;$”^,&amp;lt;cm&amp;gt;/,&amp;lt;cm&amp;gt;$ ^he&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;/dizer&amp;lt;vblex&amp;gt;$ ^tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Chunker output:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 2 mỹ&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 3 ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt; tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 2 tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 2 ra&amp;lt;cir&amp;gt;/para&amp;lt;pr&amp;gt;/apesar do&amp;lt;cnjadv&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 3 ã&amp;lt;prn&amp;gt;/tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt; tóg&amp;lt;su&amp;gt;/ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 2 tỹ&amp;lt;cir&amp;gt;/por&amp;lt;pr&amp;gt;/com&amp;lt;pr&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;&lt;br /&gt;
 apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;&lt;br /&gt;
 “^default&amp;lt;default&amp;gt;{^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^assustar&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$” ^default&amp;lt;default&amp;gt;{^dizer&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$ “^default&amp;lt;default&amp;gt;{^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^para&amp;lt;pr&amp;gt;$}$ ^prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^mostrar&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^é&amp;lt;vblex&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^igual&amp;lt;adj&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^para&amp;lt;pr&amp;gt;$}$ ^prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^igual&amp;lt;adj&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$”^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^dizer&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Interchunk output:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 apertium-interchunk: Rule 1 prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}&lt;br /&gt;
 apertium-interchunk: Rule 2 prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$} pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}&lt;br /&gt;
 apertium-interchunk: Rule 1 prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}&lt;br /&gt;
 apertium-interchunk: Rule 2 prn&amp;lt;SN&amp;gt;&amp;lt;CD&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$} pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}&lt;br /&gt;
 “^default&amp;lt;default&amp;gt;{^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^assustar&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$” ^default&amp;lt;default&amp;gt;{^dizer&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$ “^default&amp;lt;default&amp;gt;{^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^para&amp;lt;pr&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}$ ^prn&amp;lt;SN&amp;gt;&amp;lt;obj&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^mostrar&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^é&amp;lt;vblex&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^igual&amp;lt;adj&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^para&amp;lt;pr&amp;gt;$}$ ^pr&amp;lt;SP&amp;gt;{^por&amp;lt;pr&amp;gt;$}$ ^prn&amp;lt;SN&amp;gt;&amp;lt;obj&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;2&amp;gt;$}$^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^igual&amp;lt;adj&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^no momento&amp;lt;adv&amp;gt;$}$”^default&amp;lt;default&amp;gt;{^,&amp;lt;cm&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^dizer&amp;lt;vblex&amp;gt;$}$ ^default&amp;lt;default&amp;gt;{^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Postchunk output:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 “^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^assustar&amp;lt;vblex&amp;gt;$ ^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$^,&amp;lt;cm&amp;gt;$” ^dizer&amp;lt;vblex&amp;gt;$ ^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;$ “^Eu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;pes&amp;gt;$ ^para&amp;lt;pr&amp;gt;$ ^por&amp;lt;pr&amp;gt;$ ^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;obj&amp;gt;$^,&amp;lt;cm&amp;gt;$ ^alguém&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$ ^no momento&amp;lt;adv&amp;gt;$ ^mostrar&amp;lt;vblex&amp;gt;$ ^no momento&amp;lt;adv&amp;gt;$ ^é&amp;lt;vblex&amp;gt;$^,&amp;lt;cm&amp;gt;$ ^igual&amp;lt;adj&amp;gt;$ ^para&amp;lt;pr&amp;gt;$ ^por&amp;lt;pr&amp;gt;$ ^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;obj&amp;gt;$^,&amp;lt;cm&amp;gt;$ ^tu&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;mf&amp;gt;&amp;lt;sg&amp;gt;$ ^igual&amp;lt;adj&amp;gt;$ ^no momento&amp;lt;adv&amp;gt;$”^,&amp;lt;cm&amp;gt;$ ^dizer&amp;lt;vblex&amp;gt;$ ^ele&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;$^.&amp;lt;sent&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;kgp-por output:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 “#Eu #assustar #tu,” #dizer #ele. “#Eu para por ti, #alguém #no momento #mostrar #no momento #é, #igual para por ti, #tu #igual #no momento”, #dizer #ele.&lt;br /&gt;
&lt;br /&gt;
==Post-evaluation==&lt;br /&gt;
 $ apertium-eval-translator -r ../tools/kgp.tests.txt -t ../ling073-kgp-por/kgp-por.tests.txt&lt;br /&gt;
 Test file: &amp;#039;../ling073-kgp-por/kgp-por.tests.txt&amp;#039;&lt;br /&gt;
 Reference file &amp;#039;../tools/kgp.tests.txt&amp;#039;&lt;br /&gt;
 &lt;br /&gt;
 Statistics about input files&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Number of words in reference: 63&lt;br /&gt;
 Number of words in test: 73&lt;br /&gt;
 Number of unknown words (marked with a star) in test: &lt;br /&gt;
 Percentage of unknown words: 0.00 %&lt;br /&gt;
 &lt;br /&gt;
 Results when removing unknown-word marks (stars)&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Edit distance: 72&lt;br /&gt;
 Word error rate (WER): 114.29 %&lt;br /&gt;
 Number of position-independent correct words: 1&lt;br /&gt;
 Position-independent word error rate (PER): 114.29 %&lt;br /&gt;
 &lt;br /&gt;
 Results when unknown-word marks (stars) are not removed&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Edit distance: 72&lt;br /&gt;
 Word Error Rate (WER): 114.29 %&lt;br /&gt;
 Number of position-independent correct words: 1&lt;br /&gt;
 Position-independent word error rate (PER): 114.29 %&lt;br /&gt;
 &lt;br /&gt;
 Statistics about the translation of unknown words&lt;br /&gt;
 -------------------------------------------------------&lt;br /&gt;
 Number of unknown words which were free rides: 0&lt;br /&gt;
 Percentage of unknown words that were free rides: 0%&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;WER:&amp;#039;&amp;#039;&amp;#039; 114.29 % ???&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;PER:&amp;#039;&amp;#039;&amp;#039; 114.29 % ???&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Coverage:&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
 $ aq-covtest ling073-kgp-por-corpus/kgp.tests.txt ling073-kgp-por/kgp-por.automorf.bin&lt;br /&gt;
 Number of tokenised words in the corpus: 80&lt;br /&gt;
 Coverage: 100.00%&lt;br /&gt;
 Top unknown words in the corpus:&lt;br /&gt;
 Translation time: 0.002888202667236328 seconds&lt;/div&gt;</summary>
		<author><name>Drosset1</name></author>	</entry>

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