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		<id>http://wikis.swarthmore.edu/ling073/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=Cpillsb1</id>
		<title>LING073 - User contributions [en]</title>
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		<updated>2026-10-25T08:32:15Z</updated>
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	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5359</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5359"/>
				<updated>2017-05-10T21:44:25Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;My goal for the final project was to create a useful application for Apertium. Jonathan showed me the existing [http://svn.code.sf.net/p/apertium/svn/trunk/apertium-tools/pairviewer/apertium.html Apertium PairViewer], which is an interactive tool that visualizes the existing language pairs in Apertium. One idea that was in the works but no one had gotten around to was to create a 3D globe to visualize the language pairs. I was interested in learning JavaScript and HTML/CSS, so I decided to tackle this task as my final project for the class.&lt;br /&gt;
[[File:3D_Pairviewer.png|400px|thumb|right|3D Pairviewer]]&lt;br /&gt;
=Process=&lt;br /&gt;
Going into this project, I had no prior knowledge of any web development or JavaScript, but had some programming experience (Python, C++). A good chunk of time was spent simply reading up on how JS, HTML, and CSS interact, and more broadly, how the internet works. &lt;br /&gt;
&lt;br /&gt;
The most common way of creating globes seemed to be by using D3.js and GeoJSON. I was able to find lots of incredibly helpful examples of people using these libraries (the examples I used are in the references). Most of the code is based on examples of somewhat similar problems.&lt;br /&gt;
&lt;br /&gt;
To test the code locally I used Python&amp;#039;s SimpleHTTPServer. I began by using code for a simple globe, and then tried to stitch pieces from other examples together. My workflow consisted of a lot of poking around, print statement debugging, and of course, StackOverflow. I did run into several hurdles along the way. One of the first difficulties was getting point data into the GeoJSON format so that it could be drawn. I initially inputted the Ling073 Pairs into this format by hand. Because I only had coordinates for a subset of the Apertium languages, I wrote a Python script that scraped the regular pair data and creates a GeoJSON file with the pairs that have coordinates. In the end I was able to implement all of the core functionality that I was aiming for.&lt;br /&gt;
&lt;br /&gt;
=Features=&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Interactive&amp;#039;&amp;#039;&amp;#039;: My main goal was to create a fully rotatable globe, that conveys the language pair data in some form. The finished globe can be rotated by using mouse clicks.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;3D Arcs&amp;#039;&amp;#039;&amp;#039;: The program uses 3D arcs to indicate the language pairs. The arcs fade based on distance.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Points&amp;#039;&amp;#039;&amp;#039;: The language locations are marked on the globe with points.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Labels&amp;#039;&amp;#039;&amp;#039;: Each point is labelled with its language tag. These labels moved based on their position, and disappear when not visible on the globe.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Tooltips&amp;#039;&amp;#039;&amp;#039;: The points and labels can be hovered to show a tooltip. The tooltip contains the language&amp;#039;s three-letter tag and full name.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Zooming&amp;#039;&amp;#039;&amp;#039;: There is a Zoom In and Zoom Out button that will zoom the globe by a Fixed Amount.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Arc Coloring&amp;#039;&amp;#039;&amp;#039;: The arcs are color-coded by the repo status of the pair. The current color-coding is shown in the following table:&lt;br /&gt;
{|class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Status !! Description&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: lightgreen;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;trunk&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Released Language Pair&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: green;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;staging&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Extensively developed, but not yet released&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: yellow;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;nursery&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Can be built, but not extensively developed yet&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: red;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;incubator&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Dictionaries, fragments, rules&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: purple;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;Ling073-Spring&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Language pairs that were worked on this semester!&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
= Bugs / Known Issues =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
*Currently ignores all two letter language codes. Should add conversions from two to three letter codes&lt;br /&gt;
*Far away arcs fade a lot, making them difficult to be seen (e.g. Guarani to Warlpiri)&lt;br /&gt;
&lt;br /&gt;
=Future Improvements=&lt;br /&gt;
*Implement mousewheel zooming (rather than using buttons)&lt;br /&gt;
*Arrowheads for arcs to indicate directionality?&lt;br /&gt;
*Separate coordinates from pair data in the JSON file.&lt;br /&gt;
*Include entire set of Apertium pairs, not just the trimmed down version&lt;br /&gt;
*Add a way to filter arcs or points&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
&lt;br /&gt;
=Code=&lt;br /&gt;
The code is currently located at my personal Github linked [https://github.swarthmore.edu/cpillsb1/Ling073-Final here]. The repo contains all of the files that I used along the way. The Readme file contains more specific details about individual files and how to run it.&lt;br /&gt;
&lt;br /&gt;
=References= &lt;br /&gt;
As mentioned earlier, I had a lot of help from various examples of using D3.js to create globes. The example codes were all either open-source or unlicensed. The following were the most useful examples that I used:&lt;br /&gt;
* http://bl.ocks.org/dwtkns/4973620&lt;br /&gt;
* https://bl.ocks.org/mbostock/6619561&lt;br /&gt;
* http://bl.ocks.org/KoGor/5994804&lt;br /&gt;
* http://bl.ocks.org/d3noob/a22c42db65eb00d4e369&lt;br /&gt;
* http://bl.ocks.org/dwtkns/4686432&lt;br /&gt;
* http://bl.ocks.org/d3noob/7030f35b72de721622b8&lt;br /&gt;
* http://bl.ocks.org/danielzurawski/3414137&lt;br /&gt;
&lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5358</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5358"/>
				<updated>2017-05-10T21:43:54Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Code */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;My goal for the final project was to create a useful application for Apertium. Jonathan showed me the existing [http://svn.code.sf.net/p/apertium/svn/trunk/apertium-tools/pairviewer/apertium.html Apertium PairViewer], which is an interactive tool that visualizes the existing language pairs in Apertium. One idea that was in the works but no one had gotten around to was to create a 3D globe to visualize the language pairs. I was interested in learning JavaScript and HTML/CSS, so I decided to tackle this task as my final project for the class.&lt;br /&gt;
[[File:3D_Pairviewer.png|400px|thumb|right|Guarani IPA Keyboard]]&lt;br /&gt;
=Process=&lt;br /&gt;
Going into this project, I had no prior knowledge of any web development or JavaScript, but had some programming experience (Python, C++). A good chunk of time was spent simply reading up on how JS, HTML, and CSS interact, and more broadly, how the internet works. &lt;br /&gt;
&lt;br /&gt;
The most common way of creating globes seemed to be by using D3.js and GeoJSON. I was able to find lots of incredibly helpful examples of people using these libraries (the examples I used are in the references). Most of the code is based on examples of somewhat similar problems.&lt;br /&gt;
&lt;br /&gt;
To test the code locally I used Python&amp;#039;s SimpleHTTPServer. I began by using code for a simple globe, and then tried to stitch pieces from other examples together. My workflow consisted of a lot of poking around, print statement debugging, and of course, StackOverflow. I did run into several hurdles along the way. One of the first difficulties was getting point data into the GeoJSON format so that it could be drawn. I initially inputted the Ling073 Pairs into this format by hand. Because I only had coordinates for a subset of the Apertium languages, I wrote a Python script that scraped the regular pair data and creates a GeoJSON file with the pairs that have coordinates. In the end I was able to implement all of the core functionality that I was aiming for.&lt;br /&gt;
&lt;br /&gt;
=Features=&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Interactive&amp;#039;&amp;#039;&amp;#039;: My main goal was to create a fully rotatable globe, that conveys the language pair data in some form. The finished globe can be rotated by using mouse clicks.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;3D Arcs&amp;#039;&amp;#039;&amp;#039;: The program uses 3D arcs to indicate the language pairs. The arcs fade based on distance.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Points&amp;#039;&amp;#039;&amp;#039;: The language locations are marked on the globe with points.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Labels&amp;#039;&amp;#039;&amp;#039;: Each point is labelled with its language tag. These labels moved based on their position, and disappear when not visible on the globe.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Tooltips&amp;#039;&amp;#039;&amp;#039;: The points and labels can be hovered to show a tooltip. The tooltip contains the language&amp;#039;s three-letter tag and full name.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Zooming&amp;#039;&amp;#039;&amp;#039;: There is a Zoom In and Zoom Out button that will zoom the globe by a Fixed Amount.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Arc Coloring&amp;#039;&amp;#039;&amp;#039;: The arcs are color-coded by the repo status of the pair. The current color-coding is shown in the following table:&lt;br /&gt;
{|class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Status !! Description&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: lightgreen;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;trunk&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Released Language Pair&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: green;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;staging&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Extensively developed, but not yet released&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: yellow;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;nursery&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Can be built, but not extensively developed yet&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: red;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;incubator&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Dictionaries, fragments, rules&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: purple;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;Ling073-Spring&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Language pairs that were worked on this semester!&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
= Bugs / Known Issues =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
*Currently ignores all two letter language codes. Should add conversions from two to three letter codes&lt;br /&gt;
*Far away arcs fade a lot, making them difficult to be seen (e.g. Guarani to Warlpiri)&lt;br /&gt;
&lt;br /&gt;
=Future Improvements=&lt;br /&gt;
*Implement mousewheel zooming (rather than using buttons)&lt;br /&gt;
*Arrowheads for arcs to indicate directionality?&lt;br /&gt;
*Separate coordinates from pair data in the JSON file.&lt;br /&gt;
*Include entire set of Apertium pairs, not just the trimmed down version&lt;br /&gt;
*Add a way to filter arcs or points&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
&lt;br /&gt;
=Code=&lt;br /&gt;
The code is currently located at my personal Github linked [https://github.swarthmore.edu/cpillsb1/Ling073-Final here]. The repo contains all of the files that I used along the way. The Readme file contains more specific details about individual files and how to run it.&lt;br /&gt;
&lt;br /&gt;
=References= &lt;br /&gt;
As mentioned earlier, I had a lot of help from various examples of using D3.js to create globes. The example codes were all either open-source or unlicensed. The following were the most useful examples that I used:&lt;br /&gt;
* http://bl.ocks.org/dwtkns/4973620&lt;br /&gt;
* https://bl.ocks.org/mbostock/6619561&lt;br /&gt;
* http://bl.ocks.org/KoGor/5994804&lt;br /&gt;
* http://bl.ocks.org/d3noob/a22c42db65eb00d4e369&lt;br /&gt;
* http://bl.ocks.org/dwtkns/4686432&lt;br /&gt;
* http://bl.ocks.org/d3noob/7030f35b72de721622b8&lt;br /&gt;
* http://bl.ocks.org/danielzurawski/3414137&lt;br /&gt;
&lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5357</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5357"/>
				<updated>2017-05-10T21:43:31Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Bugs / Known Issues */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;My goal for the final project was to create a useful application for Apertium. Jonathan showed me the existing [http://svn.code.sf.net/p/apertium/svn/trunk/apertium-tools/pairviewer/apertium.html Apertium PairViewer], which is an interactive tool that visualizes the existing language pairs in Apertium. One idea that was in the works but no one had gotten around to was to create a 3D globe to visualize the language pairs. I was interested in learning JavaScript and HTML/CSS, so I decided to tackle this task as my final project for the class.&lt;br /&gt;
[[File:3D_Pairviewer.png|400px|thumb|right|Guarani IPA Keyboard]]&lt;br /&gt;
=Process=&lt;br /&gt;
Going into this project, I had no prior knowledge of any web development or JavaScript, but had some programming experience (Python, C++). A good chunk of time was spent simply reading up on how JS, HTML, and CSS interact, and more broadly, how the internet works. &lt;br /&gt;
&lt;br /&gt;
The most common way of creating globes seemed to be by using D3.js and GeoJSON. I was able to find lots of incredibly helpful examples of people using these libraries (the examples I used are in the references). Most of the code is based on examples of somewhat similar problems.&lt;br /&gt;
&lt;br /&gt;
To test the code locally I used Python&amp;#039;s SimpleHTTPServer. I began by using code for a simple globe, and then tried to stitch pieces from other examples together. My workflow consisted of a lot of poking around, print statement debugging, and of course, StackOverflow. I did run into several hurdles along the way. One of the first difficulties was getting point data into the GeoJSON format so that it could be drawn. I initially inputted the Ling073 Pairs into this format by hand. Because I only had coordinates for a subset of the Apertium languages, I wrote a Python script that scraped the regular pair data and creates a GeoJSON file with the pairs that have coordinates. In the end I was able to implement all of the core functionality that I was aiming for.&lt;br /&gt;
&lt;br /&gt;
=Features=&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Interactive&amp;#039;&amp;#039;&amp;#039;: My main goal was to create a fully rotatable globe, that conveys the language pair data in some form. The finished globe can be rotated by using mouse clicks.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;3D Arcs&amp;#039;&amp;#039;&amp;#039;: The program uses 3D arcs to indicate the language pairs. The arcs fade based on distance.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Points&amp;#039;&amp;#039;&amp;#039;: The language locations are marked on the globe with points.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Labels&amp;#039;&amp;#039;&amp;#039;: Each point is labelled with its language tag. These labels moved based on their position, and disappear when not visible on the globe.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Tooltips&amp;#039;&amp;#039;&amp;#039;: The points and labels can be hovered to show a tooltip. The tooltip contains the language&amp;#039;s three-letter tag and full name.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Zooming&amp;#039;&amp;#039;&amp;#039;: There is a Zoom In and Zoom Out button that will zoom the globe by a Fixed Amount.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Arc Coloring&amp;#039;&amp;#039;&amp;#039;: The arcs are color-coded by the repo status of the pair. The current color-coding is shown in the following table:&lt;br /&gt;
{|class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Status !! Description&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: lightgreen;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;trunk&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Released Language Pair&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: green;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;staging&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Extensively developed, but not yet released&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: yellow;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;nursery&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Can be built, but not extensively developed yet&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: red;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;incubator&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Dictionaries, fragments, rules&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: purple;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;Ling073-Spring&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Language pairs that were worked on this semester!&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
= Bugs / Known Issues =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
*Currently ignores all two letter language codes. Should add conversions from two to three letter codes&lt;br /&gt;
*Far away arcs fade a lot, making them difficult to be seen (e.g. Guarani to Warlpiri)&lt;br /&gt;
&lt;br /&gt;
=Future Improvements=&lt;br /&gt;
*Implement mousewheel zooming (rather than using buttons)&lt;br /&gt;
*Arrowheads for arcs to indicate directionality?&lt;br /&gt;
*Separate coordinates from pair data in the JSON file.&lt;br /&gt;
*Include entire set of Apertium pairs, not just the trimmed down version&lt;br /&gt;
*Add a way to filter arcs or points&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
&lt;br /&gt;
=Code=&lt;br /&gt;
The code is currently located at my personal Github linked [https://github.swarthmore.edu/cpillsb1/Ling073-Final here]. The repo contains all of the files that I used along the way. The Readme file contains more specific details.&lt;br /&gt;
&lt;br /&gt;
=References= &lt;br /&gt;
As mentioned earlier, I had a lot of help from various examples of using D3.js to create globes. The example codes were all either open-source or unlicensed. The following were the most useful examples that I used:&lt;br /&gt;
* http://bl.ocks.org/dwtkns/4973620&lt;br /&gt;
* https://bl.ocks.org/mbostock/6619561&lt;br /&gt;
* http://bl.ocks.org/KoGor/5994804&lt;br /&gt;
* http://bl.ocks.org/d3noob/a22c42db65eb00d4e369&lt;br /&gt;
* http://bl.ocks.org/dwtkns/4686432&lt;br /&gt;
* http://bl.ocks.org/d3noob/7030f35b72de721622b8&lt;br /&gt;
* http://bl.ocks.org/danielzurawski/3414137&lt;br /&gt;
&lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5354</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5354"/>
				<updated>2017-05-10T21:20:30Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;My goal for the final project was to create a useful application for Apertium. Jonathan showed me the existing [http://svn.code.sf.net/p/apertium/svn/trunk/apertium-tools/pairviewer/apertium.html Apertium PairViewer], which is an interactive tool that visualizes the existing language pairs in Apertium. One idea that was in the works but no one had gotten around to was to create a 3D globe to visualize the language pairs. I was interested in learning JavaScript and HTML/CSS, so I decided to tackle this task as my final project for the class.&lt;br /&gt;
[[File:3D_Pairviewer.png|400px|thumb|right|Guarani IPA Keyboard]]&lt;br /&gt;
=Process=&lt;br /&gt;
Going into this project, I had no prior knowledge of any web development or JavaScript, but had some programming experience (Python, C++). A good chunk of time was spent simply reading up on how JS, HTML, and CSS interact, and more broadly, how the internet works. &lt;br /&gt;
&lt;br /&gt;
The most common way of creating globes seemed to be by using D3.js and GeoJSON. I was able to find lots of incredibly helpful examples of people using these libraries (the examples I used are in the references). Most of the code is based on examples of somewhat similar problems.&lt;br /&gt;
&lt;br /&gt;
To test the code locally I used Python&amp;#039;s SimpleHTTPServer. I began by using code for a simple globe, and then tried to stitch pieces from other examples together. My workflow consisted of a lot of poking around, print statement debugging, and of course, StackOverflow. I did run into several hurdles along the way. One of the first difficulties was getting point data into the GeoJSON format so that it could be drawn. I initially inputted the Ling073 Pairs into this format by hand. Because I only had coordinates for a subset of the Apertium languages, I wrote a Python script that scraped the regular pair data and creates a GeoJSON file with the pairs that have coordinates. In the end I was able to implement all of the core functionality that I was aiming for.&lt;br /&gt;
&lt;br /&gt;
=Features=&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Interactive&amp;#039;&amp;#039;&amp;#039;: My main goal was to create a fully rotatable globe, that conveys the language pair data in some form. The finished globe can be rotated by using mouse clicks.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;3D Arcs&amp;#039;&amp;#039;&amp;#039;: The program uses 3D arcs to indicate the language pairs. The arcs fade based on distance.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Points&amp;#039;&amp;#039;&amp;#039;: The language locations are marked on the globe with points.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Labels&amp;#039;&amp;#039;&amp;#039;: Each point is labelled with its language tag. These labels moved based on their position, and disappear when not visible on the globe.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Tooltips&amp;#039;&amp;#039;&amp;#039;: The points and labels can be hovered to show a tooltip. The tooltip contains the language&amp;#039;s three-letter tag and full name.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Zooming&amp;#039;&amp;#039;&amp;#039;: There is a Zoom In and Zoom Out button that will zoom the globe by a Fixed Amount.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Arc Coloring&amp;#039;&amp;#039;&amp;#039;: The arcs are color-coded by the repo status of the pair. The current color-coding is shown in the following table:&lt;br /&gt;
{|class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Status !! Description&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: lightgreen;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;trunk&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Released Language Pair&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: green;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;staging&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Extensively developed, but not yet released&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: yellow;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;nursery&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Can be built, but not extensively developed yet&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: red;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;incubator&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Dictionaries, fragments, rules&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: purple;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;Ling073-Spring&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Language pairs that were worked on this semester!&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
= Bugs / Known Issues =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
*Currently ignores all two letter language codes. Should add conversions from two to three letter codes&lt;br /&gt;
&lt;br /&gt;
=Future Improvements=&lt;br /&gt;
*Implement mousewheel zooming (rather than using buttons)&lt;br /&gt;
*Arrowheads for arcs to indicate directionality?&lt;br /&gt;
*Separate coordinates from pair data in the JSON file.&lt;br /&gt;
*Include entire set of Apertium pairs, not just the trimmed down version&lt;br /&gt;
*Add a way to filter arcs or points&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
&lt;br /&gt;
=Code=&lt;br /&gt;
The code is currently located at my personal Github linked [https://github.swarthmore.edu/cpillsb1/Ling073-Final here]. The repo contains all of the files that I used along the way. The Readme file contains more specific details.&lt;br /&gt;
&lt;br /&gt;
=References= &lt;br /&gt;
As mentioned earlier, I had a lot of help from various examples of using D3.js to create globes. The example codes were all either open-source or unlicensed. The following were the most useful examples that I used:&lt;br /&gt;
* http://bl.ocks.org/dwtkns/4973620&lt;br /&gt;
* https://bl.ocks.org/mbostock/6619561&lt;br /&gt;
* http://bl.ocks.org/KoGor/5994804&lt;br /&gt;
* http://bl.ocks.org/d3noob/a22c42db65eb00d4e369&lt;br /&gt;
* http://bl.ocks.org/dwtkns/4686432&lt;br /&gt;
* http://bl.ocks.org/d3noob/7030f35b72de721622b8&lt;br /&gt;
* http://bl.ocks.org/danielzurawski/3414137&lt;br /&gt;
&lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=File:3D_Pairviewer.png&amp;diff=5353</id>
		<title>File:3D Pairviewer.png</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=File:3D_Pairviewer.png&amp;diff=5353"/>
				<updated>2017-05-10T21:17:52Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5352</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5352"/>
				<updated>2017-05-10T21:16:10Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* References */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;My goal for the final project was to create a useful application for Apertium. Jonathan showed me the existing [http://svn.code.sf.net/p/apertium/svn/trunk/apertium-tools/pairviewer/apertium.html Apertium PairViewer], which is an interactive tool that visualizes the existing language pairs in Apertium. One idea that was in the works but no one had gotten around to was to create a 3D globe to visualize the language pairs. I was interested in learning JavaScript and HTML/CSS, so I decided to tackle this task as my final project for the class.&lt;br /&gt;
&lt;br /&gt;
=Process=&lt;br /&gt;
Going into this project, I had no prior knowledge of any web development or JavaScript, but had some programming experience (Python, C++). A good chunk of time was spent simply reading up on how JS, HTML, and CSS interact, and more broadly, how the internet works. &lt;br /&gt;
&lt;br /&gt;
The most common way of creating globes seemed to be by using D3.js and GeoJSON. I was able to find lots of incredibly helpful examples of people using these libraries (the examples I used are in the references). Most of the code is based on examples of somewhat similar problems.&lt;br /&gt;
&lt;br /&gt;
To test the code locally I used Python&amp;#039;s SimpleHTTPServer. I began by using code for a simple globe, and then tried to stitch pieces from other examples together. My workflow consisted of a lot of poking around, print statement debugging, and of course, StackOverflow. I did run into several hurdles along the way. One of the first difficulties was getting point data into the GeoJSON format so that it could be drawn. I initially inputted the Ling073 Pairs into this format by hand. Because I only had coordinates for a subset of the Apertium languages, I wrote a Python script that scraped the regular pair data and creates a GeoJSON file with the pairs that have coordinates. In the end I was able to implement all of the core functionality that I was aiming for.&lt;br /&gt;
&lt;br /&gt;
=Features=&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Interactive&amp;#039;&amp;#039;&amp;#039;: My main goal was to create a fully rotatable globe, that conveys the language pair data in some form. The finished globe can be rotated by using mouse clicks.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;3D Arcs&amp;#039;&amp;#039;&amp;#039;: The program uses 3D arcs to indicate the language pairs. The arcs fade based on distance.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Points&amp;#039;&amp;#039;&amp;#039;: The language locations are marked on the globe with points.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Labels&amp;#039;&amp;#039;&amp;#039;: Each point is labelled with its language tag. These labels moved based on their position, and disappear when not visible on the globe.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Tooltips&amp;#039;&amp;#039;&amp;#039;: The points and labels can be hovered to show a tooltip. The tooltip contains the language&amp;#039;s three-letter tag and full name.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Zooming&amp;#039;&amp;#039;&amp;#039;: There is a Zoom In and Zoom Out button that will zoom the globe by a Fixed Amount.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Arc Coloring&amp;#039;&amp;#039;&amp;#039;: The arcs are color-coded by the repo status of the pair. The current color-coding is shown in the following table:&lt;br /&gt;
{|class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Status !! Description&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: lightgreen;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;trunk&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Released Language Pair&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: green;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;staging&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Extensively developed, but not yet released&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: yellow;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;nursery&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Can be built, but not extensively developed yet&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: red;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;incubator&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Dictionaries, fragments, rules&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: purple;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;Ling073-Spring&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Language pairs that were worked on this semester!&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
= Bugs / Known Issues =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
*Currently ignores all two letter language codes. Should add conversions from two to three letter codes&lt;br /&gt;
&lt;br /&gt;
=Future Improvements=&lt;br /&gt;
*Implement mousewheel zooming (rather than using buttons)&lt;br /&gt;
*Arrowheads for arcs to indicate directionality?&lt;br /&gt;
*Separate coordinates from pair data in the JSON file.&lt;br /&gt;
*Include entire set of Apertium pairs, not just the trimmed down version&lt;br /&gt;
*Add a way to filter arcs or points&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
&lt;br /&gt;
=Code=&lt;br /&gt;
The code is currently located at my personal Github linked [https://github.swarthmore.edu/cpillsb1/Ling073-Final here]. The repo contains all of the files that I used along the way. The Readme file contains more specific details.&lt;br /&gt;
&lt;br /&gt;
=References= &lt;br /&gt;
As mentioned earlier, I had a lot of help from various examples of using D3.js to create globes. The example codes were all either open-source or unlicensed. The following were the most useful examples that I used:&lt;br /&gt;
* http://bl.ocks.org/dwtkns/4973620&lt;br /&gt;
* https://bl.ocks.org/mbostock/6619561&lt;br /&gt;
* http://bl.ocks.org/KoGor/5994804&lt;br /&gt;
* http://bl.ocks.org/d3noob/a22c42db65eb00d4e369&lt;br /&gt;
* http://bl.ocks.org/dwtkns/4686432&lt;br /&gt;
* http://bl.ocks.org/d3noob/7030f35b72de721622b8&lt;br /&gt;
* http://bl.ocks.org/danielzurawski/3414137&lt;br /&gt;
&lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5351</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5351"/>
				<updated>2017-05-10T21:15:31Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;My goal for the final project was to create a useful application for Apertium. Jonathan showed me the existing [http://svn.code.sf.net/p/apertium/svn/trunk/apertium-tools/pairviewer/apertium.html Apertium PairViewer], which is an interactive tool that visualizes the existing language pairs in Apertium. One idea that was in the works but no one had gotten around to was to create a 3D globe to visualize the language pairs. I was interested in learning JavaScript and HTML/CSS, so I decided to tackle this task as my final project for the class.&lt;br /&gt;
&lt;br /&gt;
=Process=&lt;br /&gt;
Going into this project, I had no prior knowledge of any web development or JavaScript, but had some programming experience (Python, C++). A good chunk of time was spent simply reading up on how JS, HTML, and CSS interact, and more broadly, how the internet works. &lt;br /&gt;
&lt;br /&gt;
The most common way of creating globes seemed to be by using D3.js and GeoJSON. I was able to find lots of incredibly helpful examples of people using these libraries (the examples I used are in the references). Most of the code is based on examples of somewhat similar problems.&lt;br /&gt;
&lt;br /&gt;
To test the code locally I used Python&amp;#039;s SimpleHTTPServer. I began by using code for a simple globe, and then tried to stitch pieces from other examples together. My workflow consisted of a lot of poking around, print statement debugging, and of course, StackOverflow. I did run into several hurdles along the way. One of the first difficulties was getting point data into the GeoJSON format so that it could be drawn. I initially inputted the Ling073 Pairs into this format by hand. Because I only had coordinates for a subset of the Apertium languages, I wrote a Python script that scraped the regular pair data and creates a GeoJSON file with the pairs that have coordinates. In the end I was able to implement all of the core functionality that I was aiming for.&lt;br /&gt;
&lt;br /&gt;
=Features=&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Interactive&amp;#039;&amp;#039;&amp;#039;: My main goal was to create a fully rotatable globe, that conveys the language pair data in some form. The finished globe can be rotated by using mouse clicks.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;3D Arcs&amp;#039;&amp;#039;&amp;#039;: The program uses 3D arcs to indicate the language pairs. The arcs fade based on distance.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Points&amp;#039;&amp;#039;&amp;#039;: The language locations are marked on the globe with points.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Labels&amp;#039;&amp;#039;&amp;#039;: Each point is labelled with its language tag. These labels moved based on their position, and disappear when not visible on the globe.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Tooltips&amp;#039;&amp;#039;&amp;#039;: The points and labels can be hovered to show a tooltip. The tooltip contains the language&amp;#039;s three-letter tag and full name.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Zooming&amp;#039;&amp;#039;&amp;#039;: There is a Zoom In and Zoom Out button that will zoom the globe by a Fixed Amount.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Arc Coloring&amp;#039;&amp;#039;&amp;#039;: The arcs are color-coded by the repo status of the pair. The current color-coding is shown in the following table:&lt;br /&gt;
{|class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Status !! Description&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: lightgreen;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;trunk&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Released Language Pair&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: green;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;staging&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Extensively developed, but not yet released&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: yellow;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;nursery&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Can be built, but not extensively developed yet&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: red;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;incubator&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Dictionaries, fragments, rules&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: purple;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;Ling073-Spring&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Language pairs that were worked on this semester!&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
= Bugs / Known Issues =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
*Currently ignores all two letter language codes. Should add conversions from two to three letter codes&lt;br /&gt;
&lt;br /&gt;
=Future Improvements=&lt;br /&gt;
*Implement mousewheel zooming (rather than using buttons)&lt;br /&gt;
*Arrowheads for arcs to indicate directionality?&lt;br /&gt;
*Separate coordinates from pair data in the JSON file.&lt;br /&gt;
*Include entire set of Apertium pairs, not just the trimmed down version&lt;br /&gt;
*Add a way to filter arcs or points&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
&lt;br /&gt;
=Code=&lt;br /&gt;
The code is currently located at my personal Github linked [https://github.swarthmore.edu/cpillsb1/Ling073-Final here]. The repo contains all of the files that I used along the way. The Readme file contains more specific details.&lt;br /&gt;
&lt;br /&gt;
=References= &lt;br /&gt;
As mentioned earlier, I had a lot of help from various examples of using D3.js to create globes. The example codes were all either open-source or unlicensed. The following were the most useful examples that I used:&lt;br /&gt;
* [http://bl.ocks.org/dwtkns/4973620]&lt;br /&gt;
* [https://bl.ocks.org/mbostock/6619561]&lt;br /&gt;
* [http://bl.ocks.org/KoGor/5994804]&lt;br /&gt;
* [http://bl.ocks.org/d3noob/a22c42db65eb00d4e369]&lt;br /&gt;
* [http://bl.ocks.org/dwtkns/4686432]&lt;br /&gt;
* [http://bl.ocks.org/d3noob/7030f35b72de721622b8]&lt;br /&gt;
* [http://bl.ocks.org/danielzurawski/3414137]&lt;br /&gt;
&lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5349</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5349"/>
				<updated>2017-05-10T21:09:46Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;My goal for the final project was to create a useful application for Apertium. Jonathan showed me the existing [http://svn.code.sf.net/p/apertium/svn/trunk/apertium-tools/pairviewer/apertium.html Apertium PairViewer], which is an interactive tool that visualizes the existing language pairs in Apertium. One idea that was in the works but no one had gotten around to was to create a 3D globe to visualize the language pairs. I was interested in learning JavaScript and HTML/CSS, so I decided to tackle this task as my final project for the class.&lt;br /&gt;
= 3D Globe Language Pair Visualizer =&lt;br /&gt;
&lt;br /&gt;
Specifics about the individual files used are given in the ReadMe in the Github repo (linked at bottom).&lt;br /&gt;
&lt;br /&gt;
=Process=&lt;br /&gt;
Going into this project, I had no prior knowledge of any web development or JavaScript, but had some programming experience (Python, C++). A good chunk of time was spent simply reading up on how JS, HTML, and CSS interact, and more broadly, how the internet works. &lt;br /&gt;
&lt;br /&gt;
The most common way of creating globes seemed to be by using D3.js and GeoJSON. I was able to find lots of incredibly helpful examples of people using these libraries (the examples I used are in the references). Most of the code is based on examples of somewhat similar problems.&lt;br /&gt;
&lt;br /&gt;
To test the code locally I used Python&amp;#039;s SimpleHTTPServer. I began by using code for a simple globe, and then tried to stitch pieces from other examples together. My workflow consisted of a lot of poking around, print statement debugging, and of course, StackOverflow. I did run into several hurdles along the way. One of the first difficulties was getting point data into the GeoJSON format so that it could be drawn. I initially inputted the Ling073 Pairs into this format by hand. Because I only had coordinates for a subset of the Apertium languages, I wrote a Python script that scraped the regular pair data and creates a GeoJSON file with the pairs that have coordinates. In the end I was able to implement all of the core functionality that I was aiming for.&lt;br /&gt;
&lt;br /&gt;
=Features=&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Interactive&amp;#039;&amp;#039;&amp;#039;: My main goal was to create a fully rotatable globe, that conveys the language pair data in some form. The finished globe can be rotated by using mouse clicks.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;3D Arcs&amp;#039;&amp;#039;&amp;#039;: The program uses 3D arcs to indicate the language pairs. The arcs fade based on distance.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Points&amp;#039;&amp;#039;&amp;#039;: The language locations are marked on the globe with points.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Labels&amp;#039;&amp;#039;&amp;#039;: Each point is labelled with its language tag. These labels moved based on their position, and disappear when not visible on the globe.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Tooltips&amp;#039;&amp;#039;&amp;#039;: The points and labels can be hovered to show a tooltip. The tooltip contains the language&amp;#039;s three-letter tag and full name.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Zooming&amp;#039;&amp;#039;&amp;#039;: There is a Zoom In and Zoom Out button that will zoom the globe by a Fixed Amount.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Arc Coloring&amp;#039;&amp;#039;&amp;#039;: The arcs are color-coded by the repo status of the pair. The current color-coding is shown in the following table:&lt;br /&gt;
{|class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Status !! Description&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: lightgreen;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;trunk&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Released Language Pair&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: green;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;staging&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Extensively developed, but not yet released&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: yellow;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;nursery&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Can be built, but not extensively developed yet&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: red;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;incubator&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Dictionaries, fragments, rules&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: purple;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;Ling073-Spring&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Language pairs that were worked on this semester!&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
= Bugs / Known Issues =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
*Currently ignores all two letter language codes. Should add conversions from two to three letter codes&lt;br /&gt;
&lt;br /&gt;
=Future Improvements=&lt;br /&gt;
*Implement mousewheel zooming (rather than using buttons)&lt;br /&gt;
*Arrowheads for arcs to indicate directionality?&lt;br /&gt;
*Separate coordinates from pair data in the JSON file.&lt;br /&gt;
*Include entire set of Apertium pairs, not just the trimmed down version&lt;br /&gt;
*Add a way to filter arcs or points&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
=Code=&lt;br /&gt;
&lt;br /&gt;
=Citations= &lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5348</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5348"/>
				<updated>2017-05-10T21:09:13Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;My goal for the final project was to create a useful application for Apertium. Jonathan showed me the existing [http://svn.code.sf.net/p/apertium/svn/trunk/apertium-tools/pairviewer/apertium.html Apertium PairViewer], which is an interactive tool that visualizes the existing language pairs in Apertium. One idea that was in the works but no one had gotten around to was to create a 3D globe to visualize the language pairs. I was interested in learning JavaScript and HTML/CSS, so I decided to tackle this task as my final project for the class.&lt;br /&gt;
= 3D Globe Language Pair Visualizer =&lt;br /&gt;
&lt;br /&gt;
Specifics about the individual files used are given in the ReadMe in the Github repo (linked at bottom).&lt;br /&gt;
&lt;br /&gt;
=Process=&lt;br /&gt;
Going into this project, I had no prior knowledge of any web development or JavaScript, but had some programming experience (Python, C++). A good chunk of time was spent simply reading up on how JS, HTML, and CSS interact, and more broadly, how the internet works. &lt;br /&gt;
&lt;br /&gt;
The most common way of creating globes seemed to be by using D3.js and GeoJSON. I was able to find lots of incredibly helpful examples of people using these libraries (the examples I used are in the references). Most of the code is based on examples of somewhat similar problems.&lt;br /&gt;
&lt;br /&gt;
To test the code locally I used Python&amp;#039;s SimpleHTTPServer. I began by using code for a simple globe, and then tried to stitch pieces from other examples together. My workflow consisted of a lot of poking around, print statement debugging, and of course, StackOverflow. I did run into several hurdles along the way. One of the first difficulties was getting point data into the GeoJSON format so that it could be drawn. I initially inputted the Ling073 Pairs into this format by hand. Because I only had coordinates for a subset of the Apertium languages, I wrote a Python script that scraped the regular pair data and creates a GeoJSON file with the pairs that have coordinates.&lt;br /&gt;
&lt;br /&gt;
In the end I was able to implement all of the core functionality that I was aiming for.&lt;br /&gt;
&lt;br /&gt;
=Features=&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Interactive&amp;#039;&amp;#039;&amp;#039;: My main goal was to create a fully rotatable globe, that conveys the language pair data in some form. The finished globe can be rotated by using mouse clicks.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;3D Arcs&amp;#039;&amp;#039;&amp;#039;: The program uses 3D arcs to indicate the language pairs. The arcs fade based on distance.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Points&amp;#039;&amp;#039;&amp;#039;: The language locations are marked on the globe with points.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Labels&amp;#039;&amp;#039;&amp;#039;: Each point is labelled with its language tag. These labels moved based on their position, and disappear when not visible on the globe.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Tooltips&amp;#039;&amp;#039;&amp;#039;: The points and labels can be hovered to show a tooltip. The tooltip contains the language&amp;#039;s three-letter tag and full name.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Zooming&amp;#039;&amp;#039;&amp;#039;: There is a Zoom In and Zoom Out button that will zoom the globe by a Fixed Amount.&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Arc Coloring&amp;#039;&amp;#039;&amp;#039;: The arcs are color-coded by the repo status of the pair. The current color-coding is shown in the following table:&lt;br /&gt;
{|class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Status !! Description&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: lightgreen;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;trunk&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Released Language Pair&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: green;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;staging&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Extensively developed, but not yet released&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: yellow;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;nursery&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
| Can be built, but not extensively developed yet&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: red;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;incubator&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Dictionaries, fragments, rules&lt;br /&gt;
|-&lt;br /&gt;
!style=&amp;quot;background-color: purple;&amp;quot;| &amp;#039;&amp;#039;&amp;#039;Ling073-Spring&amp;#039;&amp;#039;&amp;#039; &lt;br /&gt;
| Language pairs that were worked on this semester!&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
==3D Arcs==&lt;br /&gt;
The program uses 3D arcs to indicate the language pairs&lt;br /&gt;
&lt;br /&gt;
= Bugs / Known Issues =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
*Currently ignores all two letter language codes. Should add conversions from two to three letter codes&lt;br /&gt;
&lt;br /&gt;
=Future Improvements=&lt;br /&gt;
*Implement mousewheel zooming (rather than using buttons)&lt;br /&gt;
*Arrowheads for arcs to indicate directionality?&lt;br /&gt;
*Separate coordinates from pair data in the JSON file.&lt;br /&gt;
*Include entire set of Apertium pairs, not just the trimmed down version&lt;br /&gt;
*Add a way to filter arcs or points&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
=Code=&lt;br /&gt;
&lt;br /&gt;
=Citations= &lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5337</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5337"/>
				<updated>2017-05-10T20:34:04Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Process */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;My goal for the final project was to create a useful application for Apertium. Jonathan showed me the existing [http://svn.code.sf.net/p/apertium/svn/trunk/apertium-tools/pairviewer/apertium.html Apertium PairViewer], which is an interactive tool that visualizes the existing language pairs in Apertium. One idea that was in the works but no one had gotten around to was to create a 3D globe to visualize the language pairs. I was interested in learning JavaScript and HTML/CSS, so I decided to tackle this task as my final project for the class.&lt;br /&gt;
= 3D Globe Language Pair Visualizer =&lt;br /&gt;
&lt;br /&gt;
=Process=&lt;br /&gt;
Going into this project, I had no prior knowledge of any web development or JavaScript, but had some programming experience (Python, C++). A good chunk of time was spent simply reading up on how JS, HTML, and CSS interact, and more broadly, how the internet works. &lt;br /&gt;
&lt;br /&gt;
The most common way of creating globes seemed to be by using D3.js and GeoJSON. I was able to find lots of incredibly helpful examples of people using these libraries (the examples I used are in the references). Most of the code is based on examples of somewhat similar problems.&lt;br /&gt;
&lt;br /&gt;
= Bugs / Future improvements =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*No indicator for directionality of pairs currently&lt;br /&gt;
*Ideally coordinate data should be separated from the pairs in the JSON file, and then can be looked up by looking at the point_data.&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
*Currently ignores all two letter language codes. Should add conversions from two to three letter codes&lt;br /&gt;
&lt;br /&gt;
=Code=&lt;br /&gt;
&lt;br /&gt;
=Citations= &lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5336</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5336"/>
				<updated>2017-05-10T20:15:43Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;My goal for the final project was to create a useful application for Apertium. Jonathan showed me the existing [http://svn.code.sf.net/p/apertium/svn/trunk/apertium-tools/pairviewer/apertium.html Apertium PairViewer], which is an interactive tool that visualizes the existing language pairs in Apertium. One idea that was in the works but no one had gotten around to was to create a 3D globe to visualize the language pairs. I was interested in learning JavaScript and HTML/CSS, so I decided to tackle this task as my final project for the class.&lt;br /&gt;
= 3D Globe Language Pair Visualizer =&lt;br /&gt;
&lt;br /&gt;
=Process=&lt;br /&gt;
Going into this project, I had no prior knowledge of any web development or JavaScript. A good chunk of time was spent simply reading up on how JS, HTML, and CSS interact, and more broadly, how the internet works.&lt;br /&gt;
&lt;br /&gt;
= Bugs / Future improvements =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*No indicator for directionality of pairs currently&lt;br /&gt;
*Ideally coordinate data should be separated from the pairs in the JSON file, and then can be looked up by looking at the point_data.&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
*Currently ignores all two letter language codes. Should add conversions from two to three letter codes&lt;br /&gt;
&lt;br /&gt;
=Code=&lt;br /&gt;
&lt;br /&gt;
=Citations= &lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5335</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5335"/>
				<updated>2017-05-10T20:07:09Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Bugs / Future improvements */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;= 3D Globe Language Pair Visualizer =&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
= Bugs / Future improvements =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*No indicator for directionality of pairs currently&lt;br /&gt;
*Ideally coordinate data should be separated from the pairs in the JSON file, and then can be looked up by looking at the point_data.&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
*Currently ignores all two letter language codes. Should add conversions from two to three letter codes&lt;br /&gt;
&lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5334</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5334"/>
				<updated>2017-05-10T19:59:01Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;= 3D Globe Language Pair Visualizer =&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
= Bugs / Future improvements =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*No indicator for directionality of pairs currently&lt;br /&gt;
*Ideally coordinate data should be separated from the pairs in the JSON file, and then can be looked up by looking at the point_data.&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category: sp17_FinalProjects ]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5333</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5333"/>
				<updated>2017-05-10T19:48:10Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;= 3D Globe Language Pair Visualizer =&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
= Bugs / Future improvements =&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*No indicator for directionality of pairs currently&lt;br /&gt;
*Ideally coordinate data should be separated from the pairs in the JSON file, and then can be looked up by looking at the point_data.&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5332</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5332"/>
				<updated>2017-05-10T19:44:02Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Bugs / Future improvements */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== 3D Globe Pair visualizer ==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Bugs / Future improvements ==&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*No indicator for directionality of pairs currently&lt;br /&gt;
*Ideally coordinate data should be separated from the pairs in the JSON file, and then can be looked up by looking at the point_data.&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;br /&gt;
*Tooltip doesn&amp;#039;t fit long names. Perhaps make tooltip size scaleable in the future&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5331</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5331"/>
				<updated>2017-05-10T19:30:50Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Bugs / Future improvements */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== 3D Globe Pair visualizer ==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Bugs / Future improvements ==&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*No indicator for directionality of pairs currently&lt;br /&gt;
*Ideally coordinate data should be separated from the pairs in the JSON file, and then can be looked up by looking at the point_data.&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;br /&gt;
*Colors indicating repo of the pair are pretty ugly, tried to base it off the original pairviewer color scheme&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5256</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5256"/>
				<updated>2017-05-09T22:12:27Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Bugs / Future improvements */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== 3D Globe Pair visualizer ==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Bugs / Future improvements ==&lt;br /&gt;
*Currently, arcs and labels will have weird behavior after zooming in or out&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*No indicator for directionality of pairs currently&lt;br /&gt;
*Ideally coordinate data should be separated from the pairs in the JSON file, and then can be looked up by looking at the point_data.&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;br /&gt;
*Zoom buttons could be made prettier, possibly add scroll to zoom.&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5255</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5255"/>
				<updated>2017-05-09T21:55:44Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Bugs / Known issues */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== 3D Globe Pair visualizer ==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Bugs / Future improvements ==&lt;br /&gt;
*Currently, arcs and labels will have weird behavior after zooming in or out&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*No indicator for directionality of pairs currently&lt;br /&gt;
*Ideally coordinate data should be separated from the pairs in the JSON file, and then can be looked up by looking at the point_data.&lt;br /&gt;
*Certain values are still hardcoded, should be changed to be dynamic in the future&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5254</id>
		<title>User:Cpillsb1/Final project</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=User:Cpillsb1/Final_project&amp;diff=5254"/>
				<updated>2017-05-09T21:54:02Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: Created page with &amp;quot;== 3D Globe Pair visualizer ==   == Bugs / Known issues == *Currently, arcs and labels will have weird behavior after zooming in or out *Zooming in or out resets the globe to...&amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== 3D Globe Pair visualizer ==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Bugs / Known issues ==&lt;br /&gt;
*Currently, arcs and labels will have weird behavior after zooming in or out&lt;br /&gt;
*Zooming in or out resets the globe to the default position, not where it was previously&lt;br /&gt;
*No indicator for directionality of pairs currently&lt;br /&gt;
*Ideally coordinate data should be separated from the pairs in the JSON file, and then can be looked up by looking at the point_data.&lt;br /&gt;
*&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani&amp;diff=4902</id>
		<title>Guarani</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani&amp;diff=4902"/>
				<updated>2017-04-26T03:03:55Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Developed Resources */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;=External Resources=&lt;br /&gt;
==Computational Resources==&lt;br /&gt;
*Spellchecker&lt;br /&gt;
**Found a paper in Spanish about a Guarani spell-checker being worked on [https://www.scribd.com/doc/186935076/Corrector-ortografico-para-Guarani here]. However, no option to download was found.&lt;br /&gt;
&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Guarani: A case study in resource development for quick ramp-­up MT&amp;#039;&amp;#039;&amp;#039; [http://s3.amazonaws.com/academia.edu.documents/30506035/amta-2006-abdelali.pdf?AWSAccessKeyId=AKIAIWOWYYGZ2Y53UL3A&amp;amp;Expires=1485234655&amp;amp;Signature=hUbkxoir5ZC2VoGfEvgDmQHnwx8%3D&amp;amp;response-content-disposition=inline%3B%20filename%3DGuarani_a_case_study_in_resource_develop.pdf]&lt;br /&gt;
**Paper that talks about a method for developing quick ramp-up machine translation. Uses Guarani as an example. Written by team of researchers at New Mexico State University, unsure about license.&lt;br /&gt;
&lt;br /&gt;
==Dictionaries==&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Guaraní Concise Dictionary: Guaraní-English, English-Guaraní&amp;#039;&amp;#039;&amp;#039; by A. Scott Britton&lt;br /&gt;
**E-book of a English-Guarani dictionary. Licenses is all rights reserved. [https://books.google.com.py/books?id=l3V5j5I2oXkC&amp;amp;printsec=frontcover&amp;amp;hl=es-419#v=onepage&amp;amp;q&amp;amp;f=false]&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Glosbe Online Dictionary&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
**Website containing Guarani dictionaries for several languages [https://glosbe.com/gn/ here]. Website says that some data is licensed.&lt;br /&gt;
&lt;br /&gt;
==Grammatical Descriptions==&lt;br /&gt;
*Scanned PDF of a introductory Guarani course book (in English) made by the Peace Corps. Unsure of the license. [http://files.eric.ed.gov/fulltext/ED200014.pdf] [http://files.eric.ed.gov/fulltext/ED200015.pdf]&lt;br /&gt;
&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Curso básico de Guaraní&amp;#039;&amp;#039;&amp;#039; CERDET (Centro de Estudios Regionales para el Desarrollo de Tarija)&lt;br /&gt;
**PDF in Spanish that teaches the basics of Guarani grammar [http://www.cerdet.org.bo/images/stories/biblioteca/Curso.pdf here]. Couldn&amp;#039;t find license.&lt;br /&gt;
&lt;br /&gt;
*Spanish Wikibooks page with several links to pages on the grammar of Guarani (free license). [https://es.wikibooks.org/wiki/Guaran%C3%AD/Gram%C3%A1tica]&lt;br /&gt;
&lt;br /&gt;
==Scientific Works==&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;The Grammar of Possession: Inalienability, Incorporation and Possessor Ascension in Guarani&amp;#039;&amp;#039;&amp;#039; - Maura Velázquez-Castillo&lt;br /&gt;
**Scholarly work on the grammar of Guarani. Focuses on alienable and inalienable possession. The e-book is available [http://site.ebrary.com/lib/swarthmore/reader.action?docID=10495931 online].  Copyrighted.&lt;br /&gt;
&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;On the Prosodic Coding of Focus in Paraguayan Guaraní&amp;#039;&amp;#039;&amp;#039;[http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.656.2890&amp;amp;rep=rep1&amp;amp;type=pdf] - Cynthia G. Clopper and Judith Tonhauser&lt;br /&gt;
**Scholarly paper focused mostly on the phonetics and phonology of Guarani, but does include a large section on the grammar of Guarani. Copyrighted, all rights reserved.&lt;br /&gt;
&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;The Distribution of Differential Object Marking in Paraguayan Guaraní&amp;#039;&amp;#039;&amp;#039;[https://etd.ohiolink.edu/!etd.send_file?accession=osu1243450139] - Cory Adam Shain&lt;br /&gt;
**Thesis written on the object marking of direct objects in Guarani. Includes lots of example sentences and an extensive summary of the syntax of Guarani. All rights reserved.&lt;br /&gt;
&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Word Order in Paraguayan Guaraní&amp;#039;&amp;#039;&amp;#039;[http://www.journals.uchicago.edu/doi/pdfplus/10.1086/652267] - Judith Tonhauser and  Erika Colijn&lt;br /&gt;
**Scholarly article about word order and grammar of Guarani. Includes lots of example sentences with English translation. All rights reserved.&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
&lt;br /&gt;
*Bible Passage Translations&lt;br /&gt;
**Online copy of a translation of the Bible.[https://www.bible.com/bible/66/jhn.1] Has been approved by the bishops of Paraguay. [https://www.catholicculture.org/news/headlines/index.cfm?storyid=27821]&lt;br /&gt;
&lt;br /&gt;
*Wikipedia Pages&lt;br /&gt;
**There are 3,000 Wikipedia pages in Guarani, however, many of the pages are very sparse.[https://gn.wikipedia.org/w/index.php?title=Mba%27ech%C4%A9ch%C4%A9:Todas&amp;amp;from=Aguara+p%C3%B3pe&amp;amp;hideredirects=1] Pages for movies and TV shows seem to have a decent amount of text.[https://gn.wikipedia.org/wiki/The_Simpsons1]&lt;br /&gt;
&lt;br /&gt;
*&amp;#039;&amp;#039;&amp;#039;Let&amp;#039;s Talk Guarnime&amp;#039;&amp;#039;&amp;#039; [http://letstalkguaranime.blogspot.com/] &lt;br /&gt;
**Blog written in English by a Peace Corps volunteer in Paraguay. Teaches the grammar of Guarani and contains lots of example text in Guarani along with English translation. Unsure about license, will try to contact author.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
=Developed Resources=&lt;br /&gt;
==UDpipe==&lt;br /&gt;
*Link to udpipe wikipage [https://wikis.swarthmore.edu/ling073/Guarani/Universal_Dependencies here]&lt;br /&gt;
*Link to corpus repository that contains udpipe [https://github.swarthmore.edu/cpillsb1/ling073-gug-corpus here]&lt;br /&gt;
==Guarani Keyboard==&lt;br /&gt;
*Link to wiki [https://wikis.swarthmore.edu/ling073/Guarani/Keyboard here].&lt;br /&gt;
*Link to github repository [https://github.swarthmore.edu/cpillsb1/ling-073-gug-keyboard here].&lt;br /&gt;
==Corpus==&lt;br /&gt;
*Link to github repository [https://github.swarthmore.edu/cpillsb1/ling073-gug-corpus here].&lt;br /&gt;
&lt;br /&gt;
*Resources for machine translation between Guarani and Warlpiri [https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri]&lt;br /&gt;
[[Category:Guarani]] [[Category:sp17_ResourceDocumentation]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani/Universal_Dependencies&amp;diff=4901</id>
		<title>Guarani/Universal Dependencies</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani/Universal_Dependencies&amp;diff=4901"/>
				<updated>2017-04-26T03:01:28Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;=Evaluation=&lt;br /&gt;
==Corpora==&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Information&lt;br /&gt;
|-&lt;br /&gt;
|&lt;br /&gt;
|Number of sentences&lt;br /&gt;
|Number of forms&lt;br /&gt;
|-&lt;br /&gt;
|&amp;lt;code&amp;gt;gug.annotated.ud.conllu&amp;lt;/code&amp;gt;&lt;br /&gt;
| 33&lt;br /&gt;
| 158&lt;br /&gt;
|-&lt;br /&gt;
|&amp;lt;code&amp;gt;gug.annotated2.ud.conllu&amp;lt;/code&amp;gt;&lt;br /&gt;
| 23&lt;br /&gt;
| 103&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
==Withmorph==&lt;br /&gt;
Here are the results from using &amp;lt;code&amp;gt;gug.withmorph.udpipe&amp;lt;/code&amp;gt; on the two conllu files:&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Results&lt;br /&gt;
|-&lt;br /&gt;
|&lt;br /&gt;
|UAS&lt;br /&gt;
|LAS&lt;br /&gt;
|-&lt;br /&gt;
|&amp;lt;code&amp;gt;gug.annotated.ud.conllu&amp;lt;/code&amp;gt;&lt;br /&gt;
| 91.14%&lt;br /&gt;
| 78.48%&lt;br /&gt;
|-&lt;br /&gt;
|&amp;lt;code&amp;gt;gug.annotated2.ud.conllu&amp;lt;/code&amp;gt;&lt;br /&gt;
| 60.19%&lt;br /&gt;
| 47.57%&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
==Nomorph==&lt;br /&gt;
Here are the results from using &amp;lt;code&amp;gt;gug.nomorph.udpipe&amp;lt;/code&amp;gt; on the two conllu files:&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Results&lt;br /&gt;
|-&lt;br /&gt;
|&lt;br /&gt;
|UAS&lt;br /&gt;
|LAS&lt;br /&gt;
|-&lt;br /&gt;
|&amp;lt;code&amp;gt;gug.annotated.ud.conllu&amp;lt;/code&amp;gt;&lt;br /&gt;
| 60.13%&lt;br /&gt;
| 50.00%&lt;br /&gt;
|-&lt;br /&gt;
|&amp;lt;code&amp;gt;gug.annotated2.ud.conllu&amp;lt;/code&amp;gt;&lt;br /&gt;
| 33.01%&lt;br /&gt;
| 26.21%&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
=Dependency Relations=&lt;br /&gt;
==nsubj==&lt;br /&gt;
The nsubj relation is used to mark nominal subjects. In languages like English, we almost always have a word that acts as the nominal subject (occasionally there are implied subjects like in &amp;quot;Go!&amp;quot;). However, in Guarani, because person is marked on verbs as a prefix, there often sentences that do not have a distinct word that acts as a the nominal subject.&lt;br /&gt;
&lt;br /&gt;
Consider the English sentence &amp;quot;I eat.&amp;quot; In this sentence, we would mark &amp;quot;I&amp;quot; as the nsubj. However, in Guarani we could write the equivalent sentence as &amp;quot;Akaru&amp;quot; (&amp;quot;karu&amp;quot; = eat, &amp;quot;a-&amp;quot; = I), or as &amp;quot;Che akaru&amp;quot; (&amp;quot;che&amp;quot; = I). The first person pronoun is optional in this case. Because there is not a good way to mark a word as both a root and an nsubj, I ended up with some sentences that did not have an nsubj. Here are two example sentences:&lt;br /&gt;
* &amp;quot;Oguata.&amp;quot; (He/She walks). In this sentence, &amp;quot;Oguata&amp;quot; is both the root and the nsubj.&lt;br /&gt;
* &amp;quot;Che aguata.&amp;quot; (I walk). In this sentence, &amp;quot;che&amp;quot; is the nsubj and &amp;quot;aguata&amp;quot; is the root.&lt;br /&gt;
&lt;br /&gt;
==nummod==&lt;br /&gt;
The nummod relation came up fairly frequently in my corpora. I think this is mostly due to the fact that the word &amp;quot;peteĩ&amp;quot; (One) is often used as an indefinite determiner. Consider the following sentences:&lt;br /&gt;
*&amp;quot;Peteĩ jagua opo&amp;quot; (A/One dog jumps). In this sentence, it seems plausible to tag &amp;quot;peteĩ&amp;quot; as either a nummod or det.&lt;br /&gt;
*&amp;quot;Mokoĩ ava ajeroky&amp;quot; (Two men dance). In this sentence, &amp;quot;mokoĩ&amp;quot; (two) is a nummod for &amp;quot;ava&amp;quot; (man).&lt;br /&gt;
&lt;br /&gt;
==amod==&lt;br /&gt;
The amod relation also came up fairly frequently in my corpora. The amod usually just behaves like it would in English. Adjectives are generally amods. Consider the following phrases:&lt;br /&gt;
*&amp;quot;ahy&amp;#039;o rasy&amp;quot; (sore throat). In this sentence, &amp;quot;ahy&amp;#039;o&amp;quot; throat is modified by the adjective &amp;quot;rasy&amp;quot; (sore&amp;quot;). Here, &amp;quot;rasy&amp;quot; is an amod.&lt;br /&gt;
*&amp;quot;Jakare kuña&amp;quot; (female crocodile). In this sentence, &amp;quot;jakare&amp;quot; (crocodile) is modified by the noun &amp;quot;kuña&amp;quot; (woman). Here, &amp;quot;kuña&amp;quot; is an amod, even though the lemma is a noun.&lt;br /&gt;
&lt;br /&gt;
==det==&lt;br /&gt;
Determiners were also frequent in the corpora. Guarani borrows the definite determiner &amp;quot;la&amp;quot; from Spanish. However, it is often optional. As mentioned early, the word &amp;quot;peteĩ&amp;quot; (one) often acts as an indefinite determiner. Consider the following sentences:&lt;br /&gt;
* &amp;quot;Maria okambia la istória&amp;quot; (Maria changes the story). Here, the word &amp;quot;la&amp;quot; (~the) acts as the definite determiner for &amp;quot;istória&amp;quot; (story).&lt;br /&gt;
* &amp;quot;Otopa peteĩ ita&amp;quot; (He/she throws a/one stone). Here, the word &amp;quot;peteĩ&amp;quot; (one) can be viewed as either an indefinite determiner for &amp;quot;ita&amp;#039; (stone), or as a nummod for &amp;quot;ita.&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==obj==&lt;br /&gt;
Direct objects in Guarani are usually marked with the suff &amp;quot;-pe.&amp;quot; Sometimes, the suffix is not included (I couldn&amp;#039;t find an explanation for when it is or is necessary). Consider the following sentences:&lt;br /&gt;
* &amp;quot;Peteĩ jagua ohecha mbarakajape&amp;quot; (A dog looks at a cat). Here, the word &amp;quot;mbarakaja&amp;quot; (cat) is behaving as the direct object of the verb &amp;quot;ohecha&amp;quot; (he/she/it looks), so &amp;quot;mbarakaja&amp;quot; gets the suffix &amp;quot;-pe.&amp;quot;&lt;br /&gt;
* &amp;quot;Nde reguereko y&amp;quot; (You have water). Here, the word &amp;quot;y&amp;quot; (water) is the direct object of the root &amp;quot;reguereko&amp;quot; (you have). However, note that &amp;quot;y&amp;quot; does not have the suffix &amp;quot;-pe&amp;quot; in this case.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:sp17_UD]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani/Universal_Dependencies&amp;diff=4900</id>
		<title>Guarani/Universal Dependencies</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani/Universal_Dependencies&amp;diff=4900"/>
				<updated>2017-04-26T02:16:13Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;=Evaluation=&lt;br /&gt;
Number of sentences:&lt;br /&gt;
*&amp;lt;code&amp;gt;gug.annotated.ud.conllu&amp;lt;/code&amp;gt;: &lt;br /&gt;
*&amp;lt;code&amp;gt;gug.annotated2.ud.conllu&amp;lt;/code&amp;gt;:&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Information&lt;br /&gt;
|-&lt;br /&gt;
|&lt;br /&gt;
|Number of sentences&lt;br /&gt;
|Number of forms&lt;br /&gt;
|-&lt;br /&gt;
|&amp;lt;code&amp;gt;gug.annotated.ud.conllu&amp;lt;/code&amp;gt;&lt;br /&gt;
| 33&lt;br /&gt;
| 158&lt;br /&gt;
|-&lt;br /&gt;
|&amp;lt;code&amp;gt;gug.annotated2.ud.conllu&amp;lt;/code&amp;gt;&lt;br /&gt;
| 23&lt;br /&gt;
| 103&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Here are the results from parsing gug.annotated.ud.txt and gug.annotated2.ud.txt:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:sp17_UD]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani/Universal_Dependencies&amp;diff=4857</id>
		<title>Guarani/Universal Dependencies</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani/Universal_Dependencies&amp;diff=4857"/>
				<updated>2017-04-25T02:26:49Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: Created page with &amp;quot;Category:sp17_UD&amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:sp17_UD]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4731</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4731"/>
				<updated>2017-04-20T16:24:26Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* MT wbp-&amp;gt;gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
====4 new twol rules====&lt;br /&gt;
*Nasal harmony on dative suffix -pe:&lt;br /&gt;
**-pe now properly changes to -me when before a nasal vowel.&lt;br /&gt;
**Ex: havõ (soap). Suffix is regularly -pe, but now becomes -me&lt;br /&gt;
  echo &amp;quot;havõme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^havõme/havõ&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on accusative suffix -ve:&lt;br /&gt;
**-ve now properly changes to -me on accusative forms of pronouns&lt;br /&gt;
**Ex: peẽ (second person plural pronoun). Suffix is regularly -ve, but now becomes -me&lt;br /&gt;
  echo &amp;quot;peẽme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^peẽme/peẽ&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Stress on accusative forms of pronouns:&lt;br /&gt;
**The e at the end of pronouns should be stressed (é) when followed by the acc suffix -ve&lt;br /&gt;
**Ex: che (first person singular pronoun). With suffix -ve, becomes chéve&lt;br /&gt;
  echo &amp;quot;chéve&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^chéve/che&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on reflexive prefix je- :&lt;br /&gt;
**je- now properly changes to -ñe when before a nasal.&lt;br /&gt;
**Ex: ñeñapytĩ (“to tie”). &lt;br /&gt;
  echo &amp;quot;oñeñapytĩ&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^oñeñapytĩ/ñapytĩ&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&amp;lt;nowiki&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;/nowiki&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===Tests results (GUG)===&lt;br /&gt;
*Precision and recall:&lt;br /&gt;
**Results:&lt;br /&gt;
  precisionRecall ../corpus/ling073-gug-corpus/ling073-gug-corpus/gug.annotated.basic.txt ../bootstrap/ling073-gug/corpus.out.txt&lt;br /&gt;
  Totals: 89 tp, 87 fp, 0 tn, 19 fn&lt;br /&gt;
  Precision: 82.40741%&lt;br /&gt;
  Recall: 50.56818%&lt;br /&gt;
&lt;br /&gt;
*Coverage over large corpus:&lt;br /&gt;
**Results:&lt;br /&gt;
  aq-covtest ~/Source/corpus/ling073-gug-corpus/ling073-gug-corpus/gug.corpus.large.txt gug.automorf.bin&lt;br /&gt;
  Number of tokenised words in the corpus: 522284&lt;br /&gt;
  Coverage: 28.96%&lt;br /&gt;
&lt;br /&gt;
*Number of stems in transducer: ~270 (didn&amp;#039;t count by hand)&lt;br /&gt;
&lt;br /&gt;
===MT wbp-&amp;gt;gug===&lt;br /&gt;
*WER and PER&lt;br /&gt;
  Number of words in reference: 76&lt;br /&gt;
  Number of words in test: 69&lt;br /&gt;
  Number of unknown words (marked with a star) in test: 45&lt;br /&gt;
  Percentage of unknown words: 65.22 %&lt;br /&gt;
  Word error rate (WER): 100.00 %&lt;br /&gt;
  Position-independent word error rate (PER): 94.74 %&lt;br /&gt;
*Proportion of stems translate correctly in longer: 31/71 = 40.8%&lt;br /&gt;
&lt;br /&gt;
Unsure... Need wbp.longer.txt to test in longer and large&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4730</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4730"/>
				<updated>2017-04-20T16:22:49Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* MT wbp-&amp;gt;gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
====4 new twol rules====&lt;br /&gt;
*Nasal harmony on dative suffix -pe:&lt;br /&gt;
**-pe now properly changes to -me when before a nasal vowel.&lt;br /&gt;
**Ex: havõ (soap). Suffix is regularly -pe, but now becomes -me&lt;br /&gt;
  echo &amp;quot;havõme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^havõme/havõ&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on accusative suffix -ve:&lt;br /&gt;
**-ve now properly changes to -me on accusative forms of pronouns&lt;br /&gt;
**Ex: peẽ (second person plural pronoun). Suffix is regularly -ve, but now becomes -me&lt;br /&gt;
  echo &amp;quot;peẽme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^peẽme/peẽ&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Stress on accusative forms of pronouns:&lt;br /&gt;
**The e at the end of pronouns should be stressed (é) when followed by the acc suffix -ve&lt;br /&gt;
**Ex: che (first person singular pronoun). With suffix -ve, becomes chéve&lt;br /&gt;
  echo &amp;quot;chéve&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^chéve/che&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on reflexive prefix je- :&lt;br /&gt;
**je- now properly changes to -ñe when before a nasal.&lt;br /&gt;
**Ex: ñeñapytĩ (“to tie”). &lt;br /&gt;
  echo &amp;quot;oñeñapytĩ&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^oñeñapytĩ/ñapytĩ&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&amp;lt;nowiki&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;/nowiki&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===Tests results (GUG)===&lt;br /&gt;
*Precision and recall:&lt;br /&gt;
**Results:&lt;br /&gt;
  precisionRecall ../corpus/ling073-gug-corpus/ling073-gug-corpus/gug.annotated.basic.txt ../bootstrap/ling073-gug/corpus.out.txt&lt;br /&gt;
  Totals: 89 tp, 87 fp, 0 tn, 19 fn&lt;br /&gt;
  Precision: 82.40741%&lt;br /&gt;
  Recall: 50.56818%&lt;br /&gt;
&lt;br /&gt;
*Coverage over large corpus:&lt;br /&gt;
**Results:&lt;br /&gt;
  aq-covtest ~/Source/corpus/ling073-gug-corpus/ling073-gug-corpus/gug.corpus.large.txt gug.automorf.bin&lt;br /&gt;
  Number of tokenised words in the corpus: 522284&lt;br /&gt;
  Coverage: 28.96%&lt;br /&gt;
&lt;br /&gt;
*Number of stems in transducer: ~270 (didn&amp;#039;t count by hand)&lt;br /&gt;
&lt;br /&gt;
===MT wbp-&amp;gt;gug===&lt;br /&gt;
*WER and PER&lt;br /&gt;
  Number of words in reference: 76&lt;br /&gt;
  Number of words in test: 69&lt;br /&gt;
  Number of unknown words (marked with a star) in test: 45&lt;br /&gt;
  Percentage of unknown words: 65.22 %&lt;br /&gt;
  Word error rate (WER): 100.00 %&lt;br /&gt;
  Position-independent word error rate (PER): 94.74 %&lt;br /&gt;
&lt;br /&gt;
Unsure... Need wbp.longer.txt to test in longer and large&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4729</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4729"/>
				<updated>2017-04-20T16:22:38Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* MT wbp-&amp;gt;gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
====4 new twol rules====&lt;br /&gt;
*Nasal harmony on dative suffix -pe:&lt;br /&gt;
**-pe now properly changes to -me when before a nasal vowel.&lt;br /&gt;
**Ex: havõ (soap). Suffix is regularly -pe, but now becomes -me&lt;br /&gt;
  echo &amp;quot;havõme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^havõme/havõ&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on accusative suffix -ve:&lt;br /&gt;
**-ve now properly changes to -me on accusative forms of pronouns&lt;br /&gt;
**Ex: peẽ (second person plural pronoun). Suffix is regularly -ve, but now becomes -me&lt;br /&gt;
  echo &amp;quot;peẽme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^peẽme/peẽ&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Stress on accusative forms of pronouns:&lt;br /&gt;
**The e at the end of pronouns should be stressed (é) when followed by the acc suffix -ve&lt;br /&gt;
**Ex: che (first person singular pronoun). With suffix -ve, becomes chéve&lt;br /&gt;
  echo &amp;quot;chéve&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^chéve/che&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on reflexive prefix je- :&lt;br /&gt;
**je- now properly changes to -ñe when before a nasal.&lt;br /&gt;
**Ex: ñeñapytĩ (“to tie”). &lt;br /&gt;
  echo &amp;quot;oñeñapytĩ&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^oñeñapytĩ/ñapytĩ&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&amp;lt;nowiki&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;/nowiki&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===Tests results (GUG)===&lt;br /&gt;
*Precision and recall:&lt;br /&gt;
**Results:&lt;br /&gt;
  precisionRecall ../corpus/ling073-gug-corpus/ling073-gug-corpus/gug.annotated.basic.txt ../bootstrap/ling073-gug/corpus.out.txt&lt;br /&gt;
  Totals: 89 tp, 87 fp, 0 tn, 19 fn&lt;br /&gt;
  Precision: 82.40741%&lt;br /&gt;
  Recall: 50.56818%&lt;br /&gt;
&lt;br /&gt;
*Coverage over large corpus:&lt;br /&gt;
**Results:&lt;br /&gt;
  aq-covtest ~/Source/corpus/ling073-gug-corpus/ling073-gug-corpus/gug.corpus.large.txt gug.automorf.bin&lt;br /&gt;
  Number of tokenised words in the corpus: 522284&lt;br /&gt;
  Coverage: 28.96%&lt;br /&gt;
&lt;br /&gt;
*Number of stems in transducer: ~270 (didn&amp;#039;t count by hand)&lt;br /&gt;
&lt;br /&gt;
===MT wbp-&amp;gt;gug===&lt;br /&gt;
*WER and PER&lt;br /&gt;
**&lt;br /&gt;
  Number of words in reference: 76&lt;br /&gt;
  Number of words in test: 69&lt;br /&gt;
  Number of unknown words (marked with a star) in test: 45&lt;br /&gt;
  Percentage of unknown words: 65.22 %&lt;br /&gt;
  Word error rate (WER): 100.00 %&lt;br /&gt;
  Position-independent word error rate (PER): 94.74 %&lt;br /&gt;
&lt;br /&gt;
Unsure... Need wbp.longer.txt to test in longer and large&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4719</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4719"/>
				<updated>2017-04-20T05:33:03Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Final Evaluation */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
====4 new twol rules====&lt;br /&gt;
*Nasal harmony on dative suffix -pe:&lt;br /&gt;
**-pe now properly changes to -me when before a nasal vowel.&lt;br /&gt;
**Ex: havõ (soap). Suffix is regularly -pe, but now becomes -me&lt;br /&gt;
  echo &amp;quot;havõme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^havõme/havõ&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on accusative suffix -ve:&lt;br /&gt;
**-ve now properly changes to -me on accusative forms of pronouns&lt;br /&gt;
**Ex: peẽ (second person plural pronoun). Suffix is regularly -ve, but now becomes -me&lt;br /&gt;
  echo &amp;quot;peẽme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^peẽme/peẽ&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Stress on accusative forms of pronouns:&lt;br /&gt;
**The e at the end of pronouns should be stressed (é) when followed by the acc suffix -ve&lt;br /&gt;
**Ex: che (first person singular pronoun). With suffix -ve, becomes chéve&lt;br /&gt;
  echo &amp;quot;chéve&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^chéve/che&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on reflexive prefix je- :&lt;br /&gt;
**je- now properly changes to -ñe when before a nasal.&lt;br /&gt;
**Ex: ñeñapytĩ (“to tie”). &lt;br /&gt;
  echo &amp;quot;oñeñapytĩ&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^oñeñapytĩ/ñapytĩ&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&amp;lt;nowiki&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;/nowiki&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===Tests results (GUG)===&lt;br /&gt;
*Precision and recall:&lt;br /&gt;
**Results:&lt;br /&gt;
  precisionRecall ../corpus/ling073-gug-corpus/ling073-gug-corpus/gug.annotated.basic.txt ../bootstrap/ling073-gug/corpus.out.txt&lt;br /&gt;
  Totals: 89 tp, 87 fp, 0 tn, 19 fn&lt;br /&gt;
  Precision: 82.40741%&lt;br /&gt;
  Recall: 50.56818%&lt;br /&gt;
&lt;br /&gt;
*Coverage over large corpus:&lt;br /&gt;
**Results:&lt;br /&gt;
  aq-covtest ~/Source/corpus/ling073-gug-corpus/ling073-gug-corpus/gug.corpus.large.txt gug.automorf.bin&lt;br /&gt;
  Number of tokenised words in the corpus: 522284&lt;br /&gt;
  Coverage: 28.96%&lt;br /&gt;
&lt;br /&gt;
*Number of stems in transducer: ~270 (didn&amp;#039;t count by hand)&lt;br /&gt;
&lt;br /&gt;
===MT wbp-&amp;gt;gug===&lt;br /&gt;
*WER and PER&lt;br /&gt;
**Unsure... Need wbp.longer.txt to test in longer and large&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4715</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4715"/>
				<updated>2017-04-20T04:25:13Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* 4 new twol rules */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
====4 new twol rules====&lt;br /&gt;
*Nasal harmony on dative suffix -pe:&lt;br /&gt;
**-pe now properly changes to -me when before a nasal vowel.&lt;br /&gt;
**Ex: havõ (soap). Suffix is regularly -pe, but now becomes -me&lt;br /&gt;
  echo &amp;quot;havõme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^havõme/havõ&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on accusative suffix -ve:&lt;br /&gt;
**-ve now properly changes to -me on accusative forms of pronouns&lt;br /&gt;
**Ex: peẽ (second person plural pronoun). Suffix is regularly -ve, but now becomes -me&lt;br /&gt;
  echo &amp;quot;peẽme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^peẽme/peẽ&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Stress on accusative forms of pronouns:&lt;br /&gt;
**The e at the end of pronouns should be stressed (é) when followed by the acc suffix -ve&lt;br /&gt;
**Ex: che (first person singular pronoun). With suffix -ve, becomes chéve&lt;br /&gt;
  echo &amp;quot;chéve&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^chéve/che&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on reflexive prefix je- :&lt;br /&gt;
**je- now properly changes to -ñe when before a nasal.&lt;br /&gt;
**Ex: ñeñapytĩ (“to tie”). &lt;br /&gt;
  echo &amp;quot;oñeñapytĩ&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^oñeñapytĩ/ñapytĩ&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&amp;lt;nowiki&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;/nowiki&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4714</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4714"/>
				<updated>2017-04-20T04:24:00Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* 4 new twol rules */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
====4 new twol rules====&lt;br /&gt;
*Nasal harmony on dative suffix -pe:&lt;br /&gt;
**-pe now properly changes to -me when before a nasal vowel.&lt;br /&gt;
**Ex: havõ (soap). Suffix is regularly -pe, but now becomes -me&lt;br /&gt;
  echo &amp;quot;havõme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^havõme/havõ&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on accusative suffix -ve:&lt;br /&gt;
**-ve now properly changes to -me on accusative forms of pronouns&lt;br /&gt;
**Ex: peẽ (second person plural pronoun). Suffix is regularly -ve, but now becomes -me&lt;br /&gt;
  echo &amp;quot;peẽme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^peẽme/peẽ&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Stress on accusative forms of pronouns:&lt;br /&gt;
**The e at the end of pronouns should be stressed (é) when followed by the acc suffix -ve&lt;br /&gt;
**Ex: che (first person singular pronoun). With suffix -ve, becomes chéve&lt;br /&gt;
  echo &amp;quot;chéve&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^chéve/che&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on reflexive prefix je- :&lt;br /&gt;
**je- now properly changes to -ñe when before a nasal.&lt;br /&gt;
**Ex: ñeñapytĩ (“to tie”). &lt;br /&gt;
  echo &amp;quot;oñeñapytĩ&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^oñeñapytĩ/ñapytĩ&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&amp;lt;ref &amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4713</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4713"/>
				<updated>2017-04-20T04:22:01Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* 4 new twol rules */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
====4 new twol rules====&lt;br /&gt;
*Nasal harmony on dative suffix -pe:&lt;br /&gt;
**-pe now properly changes to -me when before a nasal vowel.&lt;br /&gt;
**Ex: havõ (soap). Suffix is regularly -pe, but now becomes -me&lt;br /&gt;
  echo &amp;quot;havõme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^havõme/havõ&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on accusative suffix -ve:&lt;br /&gt;
**-ve now properly changes to -me on accusative forms of pronouns&lt;br /&gt;
**Ex: peẽ (second person plural pronoun). Suffix is regularly -ve, but now becomes -me&lt;br /&gt;
  echo &amp;quot;peẽme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^peẽme/peẽ&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Stress on accusative forms of pronouns:&lt;br /&gt;
**The e at the end of pronouns should be stressed (é) when followed by the acc suffix -ve&lt;br /&gt;
**Ex: che (first person singular pronoun). With suffix -ve, becomes chéve&lt;br /&gt;
  echo &amp;quot;chéve&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^chéve/che&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on reflexive prefix je- :&lt;br /&gt;
**je- now properly changes to -ñe when before a nasal.&lt;br /&gt;
**Ex: ñeñapytĩ (“to tie”). &lt;br /&gt;
  echo &amp;quot;oñeñapytĩ&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^oñeñapytĩ/ñapytĩ&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&amp;lt;ref&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4712</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4712"/>
				<updated>2017-04-20T04:21:14Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* 4 new twol rules */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
====4 new twol rules====&lt;br /&gt;
*Nasal harmony on dative suffix -pe:&lt;br /&gt;
**-pe now properly changes to -me when before a nasal vowel.&lt;br /&gt;
**Ex: havõ (soap). Suffix is regularly -pe, but now becomes -me&lt;br /&gt;
  echo &amp;quot;havõme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^havõme/havõ&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on accusative suffix -ve:&lt;br /&gt;
**-ve now properly changes to -me on accusative forms of pronouns&lt;br /&gt;
**Ex: peẽ (second person plural pronoun). Suffix is regularly -ve, but now becomes -me&lt;br /&gt;
  echo &amp;quot;peẽme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^peẽme/peẽ&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Stress on accusative forms of pronouns:&lt;br /&gt;
**The e at the end of pronouns should be stressed (é) when followed by the acc suffix -ve&lt;br /&gt;
**Ex: che (first person singular pronoun). With suffix -ve, becomes chéve&lt;br /&gt;
  echo &amp;quot;chéve&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^chéve/che&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on reflexive prefix je- :&lt;br /&gt;
**je- now properly changes to -ñe when before a nasal.&lt;br /&gt;
**Ex: ñeñapytĩ (“to tie”). &lt;br /&gt;
  echo &amp;quot;oñeñapytĩ&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^oñeñapytĩ/ñapytĩ&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&amp;lt;ref&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4711</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4711"/>
				<updated>2017-04-20T04:20:34Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* wbp → gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
====4 new twol rules====&lt;br /&gt;
*Nasal harmony on dative suffix -pe:&lt;br /&gt;
**-pe now properly changes to -me when before a nasal vowel.&lt;br /&gt;
**Ex: havõ (soap). Suffix is regularly -pe, but now becomes -me&lt;br /&gt;
  echo &amp;quot;havõme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^havõme/havõ&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on accusative suffix -ve:&lt;br /&gt;
**-ve now properly changes to -me on accusative forms of pronouns&lt;br /&gt;
**Ex: peẽ (second person plural pronoun). Suffix is regularly -ve, but now becomes -me&lt;br /&gt;
  echo &amp;quot;peẽme&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^peẽme/peẽ&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Stress on accusative forms of pronouns:&lt;br /&gt;
**The e at the end of pronouns should be stressed (é) when followed by the acc suffix -ve&lt;br /&gt;
**Ex: che (first person singular pronoun). With suffix -ve, becomes chéve&lt;br /&gt;
  echo &amp;quot;chéve&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^chéve/che&amp;lt;prn&amp;gt;&amp;lt;pers&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;acc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Nasal harmony on reflexive prefix je- :&lt;br /&gt;
**je- now properly changes to -ñe when before a nasal.&lt;br /&gt;
**Ex: ñeñapytĩ (“to tie”). &lt;br /&gt;
  echo &amp;quot;oñeñapytĩ&amp;quot; | apertium -d . gug-morph&lt;br /&gt;
  ^oñeñapytĩ/ñapytĩ&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&amp;lt;ref&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4710</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4710"/>
				<updated>2017-04-20T04:13:37Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* 6 new lexical selection rules */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4709</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4709"/>
				<updated>2017-04-20T04:13:26Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* 6 new lexical selection rules */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4708</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4708"/>
				<updated>2017-04-20T04:13:15Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* wbp → gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (wbp) muru-pinyi → (gug) mboy&amp;#039;u &amp;quot;swallow&amp;quot;; kuapyti &amp;quot;insert&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;mboy&amp;#039;u&amp;quot; if &amp;quot;muru-pinyi&amp;quot; is followed by food or drink words: &amp;quot;ngapa&amp;quot; (water/grog), &amp;quot;pama&amp;quot; (liquor), &amp;quot;jirnarri&amp;quot; (food), and &amp;quot;mangarri&amp;quot; (vegetable). In other cases, select &amp;quot;kuapyti&amp;quot;.&lt;br /&gt;
**Kurdu-ngku muru-pinyi ngapa. (Eng: The child is swallowing water/grog.)&lt;br /&gt;
**muru-pinyi walya (Eng: insert in the ground)&lt;br /&gt;
&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
** Rule: We couldn&amp;#039;t come up with a good way to solve this problem. We decided to select &amp;quot;itakua&amp;quot; as the default, because it appears to be more common.&lt;br /&gt;
**Kurdu-ngku nyanyi kirdirrpa. (Eng: The child is looking for the cave.)&lt;br /&gt;
**Wati-ngku jarda-jarrimi kirdirrpa-rla (Eng: The man sleeps in the jail.)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4707</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4707"/>
				<updated>2017-04-20T04:12:33Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* wbp → gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
* (wbp) muru-pinyi → (gug) mboy&amp;#039;u &amp;quot;swallow&amp;quot;; kuapyti &amp;quot;insert&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;mboy&amp;#039;u&amp;quot; if &amp;quot;muru-pinyi&amp;quot; is followed by food or drink words: &amp;quot;ngapa&amp;quot; (water/grog), &amp;quot;pama&amp;quot; (liquor), &amp;quot;jirnarri&amp;quot; (food), and &amp;quot;mangarri&amp;quot; (vegetable). In other cases, select &amp;quot;kuapyti&amp;quot;.&lt;br /&gt;
**Kurdu-ngku muru-pinyi ngapa. (Eng: The child is swallowing water/grog.)&lt;br /&gt;
**muru-pinyi walya (Eng: insert in the ground)&lt;br /&gt;
&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
** Rule: We couldn&amp;#039;t come up with a good way to solve this problem. We decided to select &amp;quot;itakua&amp;quot; as the default, because it appears to be more common.&lt;br /&gt;
**Kurdu-ngku nyanyi kirdirrpa. (Eng: The child is looking for the cave.)&lt;br /&gt;
**Wati-ngku jarda-jarrimi kirdirrpa-rla (Eng: The man sleeps in the jail.)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;aku&amp;quot; if &amp;quot;warlu&amp;quot; is followed by the Warlpiri word &amp;quot;miparrpa&amp;quot; (face) or &amp;quot;yapa&amp;quot; (person). In other cases, select &amp;quot;tini&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kakuaa&amp;quot; if &amp;quot;yajarni&amp;quot; is followed by the Warlpiri word &amp;quot;watiya&amp;quot; (plant). In other cases, select &amp;quot;henoi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hapy&amp;quot; if &amp;quot;paarr-paarr-jankami&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;jahéi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;hupi&amp;quot; if &amp;quot;pajirni&amp;quot; is followed by the Warlpiri word &amp;quot;mangarri&amp;quot; (fruit). In other cases, select &amp;quot;su&amp;#039;u&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;kuatia&amp;quot; if &amp;quot;pakarli&amp;quot; is preceded by the Warlpiri word &amp;quot;yangkarni&amp;quot; (to wear). In other cases, select &amp;quot;kuatia&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4706</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4706"/>
				<updated>2017-04-20T04:07:04Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* wbp → gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;aranduka&amp;quot; (Eng: book). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
* (wbp) muru-pinyi → (gug) mboy&amp;#039;u &amp;quot;swallow&amp;quot;; kuapyti &amp;quot;insert&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;mboy&amp;#039;u&amp;quot; if &amp;quot;muru-pinyi&amp;quot; is followed by food or drink words: &amp;quot;ngapa&amp;quot; (water/grog), &amp;quot;pama&amp;quot; (liquor), &amp;quot;jirnarri&amp;quot; (food), and &amp;quot;mangarri&amp;quot; (vegetable). In other cases, select &amp;quot;kuapyti&amp;quot;.&lt;br /&gt;
**Kurdu-ngku muru-pinyi ngapa. (Eng: The child is swallowing water/grog.)&lt;br /&gt;
**muru-pinyi walya (Eng: insert in the ground)&lt;br /&gt;
&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
** Rule: We couldn&amp;#039;t come up with a good way to solve this problem. We decided to select &amp;quot;itakua&amp;quot; as the default, because it appears to be more common.&lt;br /&gt;
**Kurdu-ngku nyanyi kirdirrpa. (Eng: The child is looking for the cave.)&lt;br /&gt;
**Wati-ngku jarda-jarrimi kirdirrpa-rla (Eng: The man sleeps in the jail.)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) apañuãi &amp;quot;confusing, garbled&amp;quot;; apokytã &amp;quot;tangled&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;apokytã&amp;quot; if &amp;quot;nyurltu-nyurltu&amp;quot; is followed by the Warlpiri word &amp;quot;marnilpa&amp;quot; (hair). In other cases, select &amp;quot;apañuãi&amp;quot;.&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
**miparrpa = face or person; yapa = person&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
**watiya = plant&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** marnilpa - hair&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
**jarntu = dog; mangarri = fruit&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
**yangkarni = to wear&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4682</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4682"/>
				<updated>2017-04-20T02:58:15Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* wbp → gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====6 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mongúi → (wbp) kijirni &amp;quot;to throw&amp;quot;; pata-karrimi &amp;quot;to fall&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;kijirni&amp;quot; (Eng: to throw) as the translation of &amp;quot;mopẽ&amp;quot; when it is followed by &amp;quot;ita&amp;quot; (Eng: rock) or &amp;quot;apu&amp;#039;a&amp;quot; (Eng: ball). Otherwise, select &amp;quot;pata-karrimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) moha&amp;#039;anga → (wbp) pantirni &amp;quot;to draw&amp;quot;; jarntirni &amp;quot;to carve&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pantirni&amp;quot; (Eng: to draw) as the translation of &amp;quot;moha&amp;#039;anga&amp;quot; when it is followed by &amp;quot;ha&amp;#039;anga&amp;quot; (Eng: drawing). Otherwise, select &amp;quot;jarntirni&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) mbogyapy → (wbp) pipa-kurra-mani &amp;quot;to write&amp;quot;; nyinanja-wantimi &amp;quot;to sit down&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;pipa-kurra-mani&amp;quot; (Eng: to write) as the translation of &amp;quot;mbogyapy&amp;quot; when it is followed by &amp;quot;??&amp;quot; (Eng: letter). Otherwise, select &amp;quot;nyinanja-wantimi&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
* (wbp) muru-pinyi → (gug) mboy&amp;#039;u &amp;quot;swallow&amp;quot;; kuapyti &amp;quot;insert&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;mboy&amp;#039;u&amp;quot; if &amp;quot;muru-pinyi&amp;quot; is followed by food or drink words: &amp;quot;ngapa&amp;quot; (water/grog), &amp;quot;pama&amp;quot; (liquor), &amp;quot;jirnarri&amp;quot; (food), and &amp;quot;mangarri&amp;quot; (vegetable). In other cases, select &amp;quot;kuapyti&amp;quot;.&lt;br /&gt;
**Kurdu-ngku muru-pinyi ngapa. (Eng: The child is swallowing water/grog.)&lt;br /&gt;
**muru-pinyi walya (Eng: insert in the ground)&lt;br /&gt;
&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
** Rule: We couldn&amp;#039;t come up with a good way to solve this problem. We decided to select &amp;quot;itakua&amp;quot; as the default, because it appears to be more common.&lt;br /&gt;
**Kurdu-ngku nyanyi kirdirrpa. (Eng: The child is looking for the cave.)&lt;br /&gt;
**Wati-ngku jarda-jarrimi kirdirrpa-rla (Eng: The man sleeps in the jail.)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) ADD HERE &amp;quot;confusing, garbled&amp;quot;; ADD HERE &amp;quot;tangled&amp;quot;&lt;br /&gt;
** marnilpa - hair&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
**miparrpa = face or person; yapa = person&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
**watiya = plant&lt;br /&gt;
&lt;br /&gt;
* (wbp) paarr-paarr-jankami → (gug) hapy &amp;quot;to burn, singe (hair or fur)&amp;quot;; jahéi &amp;quot;to hurt&amp;quot;&lt;br /&gt;
** marnilpa - hair&lt;br /&gt;
* (wbp) pajirni → (gug) su&amp;#039;u &amp;quot;to bite&amp;quot;; hupi &amp;quot;to pick/gather&amp;quot;&lt;br /&gt;
**jarntu = dog; mangarri = fruit&lt;br /&gt;
* (wbp) pakarli → (gug) kuatia &amp;quot;headdress&amp;quot;; kuatia &amp;quot;paper&amp;quot;&lt;br /&gt;
**yangkarni = to wear&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4674</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4674"/>
				<updated>2017-04-20T02:01:47Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* wbp → gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* See Lexical Selection page linked above for more detail&lt;br /&gt;
&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp and wbp → gug===&lt;br /&gt;
====100 more stems====&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
&lt;br /&gt;
====3 new lexical selection rules====&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
====6 additions to the morphology====&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**&amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**&amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added adverb analysis:&lt;br /&gt;
**&amp;quot;nyurruwiyi: ^nyurruwiyi/nyurruwiyi&amp;lt;adv&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added elative/source case for verb auxiliaries :&lt;br /&gt;
**&amp;quot;kajangka&amp;quot;: ^kajangka/ka&amp;lt;vaux&amp;gt;&amp;lt;src&amp;gt;&amp;lt;subj3sg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added inceptive aspect for verbs:&lt;br /&gt;
**&amp;quot;pakarnunjunu&amp;quot;: ^pakarnunjunu/pakarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;past&amp;gt;&amp;lt;inc&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added possessive marker &amp;quot;nyanu&amp;quot; for nouns:&lt;br /&gt;
**&amp;quot;kaja-nyanu-rlu&amp;quot;: ^kaja-nyanu-rlu/kaja&amp;lt;n&amp;gt;&amp;lt;pl&amp;gt;&amp;lt;poss&amp;gt;&amp;lt;erg&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
*Added the topicalizing particle grammatical marker for nouns. -ja is used to mark known information or to indicate the topic, although sometimes it has no function.&lt;br /&gt;
**echo &amp;quot;kurdukuju&amp;quot;: ^kurdukuju/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;dat&amp;gt;&amp;lt;top&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
--&amp;gt;&lt;br /&gt;
&lt;br /&gt;
====4 new disambiguation rules====&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
*Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Kuja = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who.&lt;br /&gt;
**Ngula = &amp;quot;ka&amp;quot; vaux rel subj3sg OR kuja = kuja   cj. relative pronoun, what, which, that, who. Find by searching AUX:COMP in new dictionary&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
* (wbp) muru-pinyi → (gug) mboy&amp;#039;u &amp;quot;swallow&amp;quot;; kuapyti &amp;quot;insert&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;mboy&amp;#039;u&amp;quot; if &amp;quot;muru-pinyi&amp;quot; is followed by food or drink words: &amp;quot;ngapa&amp;quot; (water/grog), &amp;quot;pama&amp;quot; (liquor), &amp;quot;jirnarri&amp;quot; (food), and &amp;quot;mangarri&amp;quot; (vegetable). In other cases, select &amp;quot;kuapyti&amp;quot;.&lt;br /&gt;
**Kurdu-ngku muru-pinyi ngapa. (Eng: The child is swallowing water/grog.)&lt;br /&gt;
**muru-pinyi walya (Eng: insert in the ground)&lt;br /&gt;
&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
** Rule: We couldn&amp;#039;t come up with a good way to solve this problem. We decided to select &amp;quot;itakua&amp;quot; as the default, because it appears to be more common.&lt;br /&gt;
**Kurdu-ngku nyanyi kirdirrpa. (Eng: The child is looking for the cave.)&lt;br /&gt;
**Wati-ngku jarda-jarrimi kirdirrpa-rla (Eng: The man sleeps in the jail.)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* (wbp) nyurltu-nyurltu → (gug) ADD HERE &amp;quot;confusing, garbled&amp;quot;; ADD HERE &amp;quot;tangled&amp;quot;&lt;br /&gt;
** hair&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
**miparrpa = face or person; yapa = person&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
**watiya = plant&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4598</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4598"/>
				<updated>2017-04-18T03:10:19Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* 3 new lexical selection rules */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===100 more stems===&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===3 new lexical selection rules===&lt;br /&gt;
====gug → wbp====&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;lirra&amp;quot; (Eng: voice) as the translation of &amp;quot;ahy&amp;#039;o&amp;quot; when it is followed by &amp;quot;tyapu&amp;quot; (Eng: loud) or &amp;quot;kirirĩ&amp;quot; (Eng: quiet). Select &amp;quot;ngukarna&amp;quot; (Eng: throat) as the translation of &amp;quot;ahy&amp;#039;o&amp;quot; when it is followed by &amp;quot;rasy&amp;quot; (Eng: sore). Otherwise, select &amp;quot;lirra&amp;quot; as the default.&lt;br /&gt;
** Ha&amp;#039;e ahy&amp;#039;o tyapu (&amp;quot;His/Her loud voice&amp;quot;)&lt;br /&gt;
** Ha&amp;#039;e oguereko ahy&amp;#039;o rasy (&amp;quot;He/she/they have a sore throat&amp;quot;)&lt;br /&gt;
 &lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;japirdimi&amp;quot; (Eng: collar) as the translation of &amp;quot;ajúra&amp;quot; when it is followed by color words such as &amp;quot;pytã&amp;quot; (Eng: red), &amp;quot;chovy&amp;quot; (Eng: blue) or &amp;quot;aky&amp;quot; (Eng: green). Select &amp;quot;waninja&amp;quot; (Eng: neck) as the translation of &amp;quot;ajúra&amp;quot; when it is followed by &amp;quot;puku&amp;quot; (Eng: long) or &amp;quot;koli&amp;quot; (Eng: short). Otherwise, select &amp;quot;waninja&amp;quot; as the default.&lt;br /&gt;
** Ajúra puku (&amp;quot;long neck&amp;quot;)&lt;br /&gt;
** Ajúra pytã (&amp;quot;red collar&amp;quot;)&lt;br /&gt;
&lt;br /&gt;
OLD&lt;br /&gt;
-------------&lt;br /&gt;
NEW&lt;br /&gt;
&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jurru&amp;quot; (Eng: head) as the translation of &amp;quot;akã&amp;quot; when it is preceded by &amp;quot;ha&amp;#039;e&amp;quot; (Eng: his/her). Otherwise, select &amp;quot;payarrpa&amp;quot; as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;jampu-karra&amp;quot; (Eng: left-handed) as the translation of &amp;quot;asu&amp;quot; when it is followed by person words such as &amp;quot;ava&amp;quot; (Eng: person) or &amp;quot;kuña&amp;quot; (Eng: woman) or &amp;quot;mitã&amp;quot; (Eng: child). Otherwise, select &amp;quot;jampu&amp;quot; (Eng: left) as the default.&lt;br /&gt;
&lt;br /&gt;
* (gug) henyhẽ → (wbp) jaka-ngalya &amp;quot;full&amp;quot;; ngayarrka &amp;quot;pregnant&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;ngayarrka&amp;quot; (Eng: pregnant) as the translation of &amp;quot;henyhẽ&amp;quot; when it is followed/preceded by &amp;quot;kuña&amp;quot; (Eng: woman) or other words describing female people. Otherwise, select &amp;quot;jaka-ngalya&amp;quot; (Eng: full) as the default.&lt;br /&gt;
&lt;br /&gt;
====wbp → gug====&lt;br /&gt;
* (wbp) muru-pinyi → (gug) mboy&amp;#039;u &amp;quot;swallow&amp;quot;; kuapyti &amp;quot;insert&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;mboy&amp;#039;u&amp;quot; if &amp;quot;muru-pinyi&amp;quot; is followed by food or drink words: &amp;quot;ngapa&amp;quot; (water/grog), &amp;quot;pama&amp;quot; (liquor), &amp;quot;jirnarri&amp;quot; (food), and &amp;quot;mangarri&amp;quot; (vegetable). In other cases, select &amp;quot;kuapyti&amp;quot;.&lt;br /&gt;
**Kurdu-ngku muru-pinyi ngapa. (Eng: The child is swallowing water/grog.)&lt;br /&gt;
**muru-pinyi walya (Eng: insert in the ground)&lt;br /&gt;
&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
** Rule: We couldn&amp;#039;t come up with a good way to solve this problem. We decided to select &amp;quot;itakua&amp;quot; as the default, because it appears to be more common.&lt;br /&gt;
**Kurdu-ngku nyanyi kirdirrpa. (Eng: The child is looking for the cave.)&lt;br /&gt;
**Wati-ngku jarda-jarrimi kirdirrpa-rla (Eng: The man sleeps in the jail.)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* (wbp) juka → (gug) asuka &amp;quot;sugar&amp;quot;; aichémemby &amp;quot;cousin&amp;quot;&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
**miparrpa = face or person; yapa = person&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
**watiya = plant&lt;br /&gt;
&lt;br /&gt;
===Morphology additions===&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**echo &amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**echo &amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
&lt;br /&gt;
===Disambiguation===&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4591</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4591"/>
				<updated>2017-04-18T02:28:45Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* wbp → gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===100 more stems===&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===3 new lexical selection rules===&lt;br /&gt;
====gug → wbp====&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;lirra&amp;quot; (Eng: voice) as the translation of &amp;quot;ahy&amp;#039;o&amp;quot; when it is followed by &amp;quot;tyapu&amp;quot; (Eng: loud) or &amp;quot;kirirĩ&amp;quot; (Eng: quiet). Select &amp;quot;ngukarna&amp;quot; (Eng: throat) as the translation of &amp;quot;ahy&amp;#039;o&amp;quot; when it is followed by &amp;quot;rasy&amp;quot; (Eng: sore). Otherwise, select &amp;quot;lirra&amp;quot; as the default.&lt;br /&gt;
** Ha&amp;#039;e ahy&amp;#039;o tyapu (&amp;quot;His/Her loud voice&amp;quot;)&lt;br /&gt;
** Ha&amp;#039;e oguereko ahy&amp;#039;o rasy (&amp;quot;He/she/they have a sore throat&amp;quot;)&lt;br /&gt;
 &lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;japirdimi&amp;quot; (Eng: collar) as the translation of &amp;quot;ajúra&amp;quot; when it is followed by color words such as &amp;quot;pytã&amp;quot; (Eng: red), &amp;quot;chovy&amp;quot; (Eng: blue) or &amp;quot;aky&amp;quot; (Eng: green). Select &amp;quot;waninja&amp;quot; (Eng: neck) as the translation of &amp;quot;ajúra&amp;quot; when it is followed by &amp;quot;puku&amp;quot; (Eng: long) or &amp;quot;koli&amp;quot; (Eng: short). Otherwise, select &amp;quot;waninja&amp;quot; as the default.&lt;br /&gt;
** Ajúra puku (&amp;quot;long neck&amp;quot;)&lt;br /&gt;
** Ajúra pytã (&amp;quot;red collar&amp;quot;)&lt;br /&gt;
&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
* (gug) henyhẽ → (wbp) ??? &amp;quot;full&amp;quot;; ??? &amp;quot;pregnant&amp;quot;&lt;br /&gt;
&lt;br /&gt;
====wbp → gug====&lt;br /&gt;
* (wbp) muru-pinyi → (gug) mboy&amp;#039;u &amp;quot;swallow&amp;quot;; kuapyti &amp;quot;insert&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;mboy&amp;#039;u&amp;quot; if &amp;quot;muru-pinyi&amp;quot; is followed by food or drink words: &amp;quot;ngapa&amp;quot; (water/grog), &amp;quot;pama&amp;quot; (liquor), &amp;quot;jirnarri&amp;quot; (food), and &amp;quot;mangarri&amp;quot; (vegetable). In other cases, select &amp;quot;kuapyti&amp;quot;.&lt;br /&gt;
**Kurdu-ngku muru-pinyi ngapa. (Eng: The child is swallowing water/grog.)&lt;br /&gt;
**muru-pinyi walya (Eng: insert in the ground)&lt;br /&gt;
&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
** Rule: We couldn&amp;#039;t come up with a good way to solve this problem. We decided to select &amp;quot;itakua&amp;quot; as the default, because it appears to be more common.&lt;br /&gt;
**Kurdu-ngku nyanyi kirdirrpa. (Eng: The child is looking for the cave.)&lt;br /&gt;
**Wati-ngku jarda-jarrimi kirdirrpa-rla (Eng: The man sleeps in the jail.)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* (wbp) juka → (gug) asuka &amp;quot;sugar&amp;quot;; aichémemby &amp;quot;cousin&amp;quot;&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
* (wbp) yajarni → (gug) henoi &amp;quot;fetch/invite (someone)&amp;quot;; kakuaa &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
&lt;br /&gt;
===Morphology additions===&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**echo &amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**echo &amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
&lt;br /&gt;
===Disambiguation===&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4590</id>
		<title>Guarani and Warlpiri</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri&amp;diff=4590"/>
				<updated>2017-04-18T02:24:16Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* 3 new lexical selection rules */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Resources for machine translation between [https://wikis.swarthmore.edu/ling073/Guarani Guarani] and [https://wikis.swarthmore.edu/ling073/Warlpiri Warlpiri]&lt;br /&gt;
&lt;br /&gt;
==Corpora==&lt;br /&gt;
*[https://www.bible.com/bible/1355/rev.1 Warlpiri Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/66/rev.1 Guarani Bible]&lt;br /&gt;
&lt;br /&gt;
*[https://www.bible.com/bible/111/rev.1 English Bible]&lt;br /&gt;
&lt;br /&gt;
*[http://unicode.org/udhr/d/udhr_gug.txt Universal Declaration of Human Rights in Guarani]&lt;br /&gt;
&lt;br /&gt;
==Developed Resources==&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp-corpus Corpus Repository]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Contrastive_Grammar Contrastive Grammar]&lt;br /&gt;
*[https://github.swarthmore.edu/tjones5/ling073-gug-wbp Guarani to Warlpiri analyzer repository]&lt;br /&gt;
**This repo will hold the fully functioning rule-based machine translation system.&lt;br /&gt;
*[https://github.swarthmore.edu/cpillsb1/ling073-wbp-gug Warlpiri to Guarani analyzer repository]&lt;br /&gt;
**This repo will not be developed further.&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Lexical_selection Lexical selection Wiki page]&lt;br /&gt;
*[https://wikis.swarthmore.edu/ling073/Guarani_and_Warlpiri/Structural_transfer Structural transfer Wiki page]&lt;br /&gt;
&lt;br /&gt;
==Lexical Selection==&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot;&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
&lt;br /&gt;
==Initial Evaluation==&lt;br /&gt;
===wbp → gug evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 14&lt;br /&gt;
*Total number of unknown words: 4&lt;br /&gt;
*Percentage of unknown words: 28.57%&lt;br /&gt;
*Percentage of stems translated correctly: 71.43%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 78.57%&lt;br /&gt;
*PER = 78.57%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 58&lt;br /&gt;
*Total number of unknown words: 68&lt;br /&gt;
*Percentage of unknown words: 84.45%&lt;br /&gt;
*Percentage of stems translate correctly: 15.52%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 22.41%&lt;br /&gt;
*PER = 22.41%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
===gug → wbp evaluation===&lt;br /&gt;
====Results when running on tests====&lt;br /&gt;
*Total number of words: 13&lt;br /&gt;
*Total number of unknown words: 0&lt;br /&gt;
*Percentage of unknown words: 0%&lt;br /&gt;
*Percentage of stems translated correctly: 100% &lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 92.86%&lt;br /&gt;
*PER = 92.86%&lt;br /&gt;
&lt;br /&gt;
====Results when running on sentences (corpus) ====&lt;br /&gt;
*Total number of words: 66&lt;br /&gt;
*Total number of unknown words: 60&lt;br /&gt;
*Percentage of unknown words: 90.9%&lt;br /&gt;
*Percentage of stems translated correctly: 9.09%&lt;br /&gt;
&lt;br /&gt;
When removing unknown words:&lt;br /&gt;
*WER = 0.0%&lt;br /&gt;
*PER = 0.0%&lt;br /&gt;
When unknown words are not removed:&lt;br /&gt;
*WER = 100%&lt;br /&gt;
*PER = 100%&lt;br /&gt;
&lt;br /&gt;
==Final Evaluation==&lt;br /&gt;
&lt;br /&gt;
===100 more stems===&lt;br /&gt;
Added 100 more stems (mostly nouns, verbs, and adjectives) to the bilingual and monolingual dictionaries.&lt;br /&gt;
&lt;br /&gt;
===3 new lexical selection rules===&lt;br /&gt;
====gug → wbp====&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;lirra&amp;quot; (Eng: voice) as the translation of &amp;quot;ahy&amp;#039;o&amp;quot; when it is followed by &amp;quot;tyapu&amp;quot; (Eng: loud) or &amp;quot;kirirĩ&amp;quot; (Eng: quiet). Select &amp;quot;ngukarna&amp;quot; (Eng: throat) as the translation of &amp;quot;ahy&amp;#039;o&amp;quot; when it is followed by &amp;quot;rasy&amp;quot; (Eng: sore). Otherwise, select &amp;quot;lirra&amp;quot; as the default.&lt;br /&gt;
** Ha&amp;#039;e ahy&amp;#039;o tyapu (&amp;quot;His/Her loud voice&amp;quot;)&lt;br /&gt;
** Ha&amp;#039;e oguereko ahy&amp;#039;o rasy (&amp;quot;He/she/they have a sore throat&amp;quot;)&lt;br /&gt;
 &lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;japirdimi&amp;quot; (Eng: collar) as the translation of &amp;quot;ajúra&amp;quot; when it is followed by color words such as &amp;quot;pytã&amp;quot; (Eng: red), &amp;quot;chovy&amp;quot; (Eng: blue) or &amp;quot;aky&amp;quot; (Eng: green). Select &amp;quot;waninja&amp;quot; (Eng: neck) as the translation of &amp;quot;ajúra&amp;quot; when it is followed by &amp;quot;puku&amp;quot; (Eng: long) or &amp;quot;koli&amp;quot; (Eng: short). Otherwise, select &amp;quot;waninja&amp;quot; as the default.&lt;br /&gt;
** Ajúra puku (&amp;quot;long neck&amp;quot;)&lt;br /&gt;
** Ajúra pytã (&amp;quot;red collar&amp;quot;)&lt;br /&gt;
&lt;br /&gt;
* (gug) akã → (wbp) jurru &amp;quot;head&amp;quot;; payarrpa &amp;quot;hill&amp;quot;&lt;br /&gt;
* (gug) asu → (wbp) jampu &amp;quot;left&amp;quot;; jampu-karra &amp;quot;left-handed&amp;quot;&lt;br /&gt;
* (gug) henyhẽ → (wbp) ??? &amp;quot;full&amp;quot;; ??? &amp;quot;pregnant&amp;quot;&lt;br /&gt;
&lt;br /&gt;
====wbp → gug====&lt;br /&gt;
* (wbp) muru-pinyi → (gug) mboy&amp;#039;u &amp;quot;swallow&amp;quot;; kuapyti &amp;quot;insert&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;mboy&amp;#039;u&amp;quot; if &amp;quot;muru-pinyi&amp;quot; is followed by food or drink words: &amp;quot;ngapa&amp;quot; (water/grog), &amp;quot;pama&amp;quot; (liquor), &amp;quot;jirnarri&amp;quot; (food), and &amp;quot;mangarri&amp;quot; (vegetable). In other cases, select &amp;quot;kuapyti&amp;quot;.&lt;br /&gt;
**Kurdu-ngku muru-pinyi ngapa. (Eng: The child is swallowing water/grog.)&lt;br /&gt;
**muru-pinyi walya (Eng: insert in the ground)&lt;br /&gt;
&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
** Rule: We couldn&amp;#039;t come up with a good way to solve this problem. We decided to select &amp;quot;itakua&amp;quot; as the default, because it appears to be more common.&lt;br /&gt;
**Kurdu-ngku nyanyi kirdirrpa. (Eng: The child is looking for the cave.)&lt;br /&gt;
**Wati-ngku jarda-jarrimi kirdirrpa-rla (Eng: The man sleeps in the jail.)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* (wbp) juka → (gug) asuka &amp;quot;sugar&amp;quot;; aichémemby &amp;quot;cousin&amp;quot;&lt;br /&gt;
* (wbp) warlu → (gug) tini &amp;quot;hot&amp;quot;; aku &amp;quot;angry&amp;quot;&lt;br /&gt;
* (wbp) yajarni → (gug) ? &amp;quot;fetch/invite (someone)&amp;quot;; aku &amp;quot;grow (a plant)&amp;quot;&lt;br /&gt;
&lt;br /&gt;
===Morphology additions===&lt;br /&gt;
*Improved pronomial analysis:&lt;br /&gt;
**Before: &amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p3 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 du&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p2 pl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 sg&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 du incl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl excl&lt;br /&gt;
***&amp;quot;ngaju&amp;quot; prn pers p1 pl incl&lt;br /&gt;
*After: &lt;br /&gt;
**&amp;quot;&amp;lt;ngaju&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*Added numeral analysis:&lt;br /&gt;
**Several number words in Warlpiri also have meanings as nouns (e.g. rdaka can mean &amp;quot;hand&amp;quot; or &amp;quot;five&amp;quot;)&lt;br /&gt;
**the -pala ending distinguishes them as number words, but it is not always necessary&lt;br /&gt;
**echo &amp;quot;rdaka-pala&amp;quot;: ^rdaka-pala/rdaka&amp;lt;num&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
**echo &amp;quot;rdaka&amp;quot;: ^rdaka/rdaka&amp;lt;num&amp;gt;/rdaka&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$^./.&amp;lt;sent&amp;gt;$&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
-----------------------------------&lt;br /&gt;
*Clitics&lt;br /&gt;
** (wbp) -yijala   cl. also, too, likewise.&lt;br /&gt;
** (wbp) -nyayirni   Variant: -nyarrirni. cl. very, really -&amp;gt; (gug) adverb: asy&lt;br /&gt;
&lt;br /&gt;
*Conjunction??&lt;br /&gt;
**ngula   cj. 1. that, which, who. Syn: kuja. 2.he, she, it, they, them. Referring back to something in previous context.&lt;br /&gt;
&lt;br /&gt;
*Cs?&lt;br /&gt;
** -jangka   cs. 1. from. 2. because. Syn: -ngurlu~-ngirli, -warnu.&lt;br /&gt;
&lt;br /&gt;
*Reflexive?&lt;br /&gt;
**nyanungu   pn.&lt;br /&gt;
&lt;br /&gt;
*ngana - who&lt;br /&gt;
&lt;br /&gt;
*yangka   nm. aforementioned one, same one mentioned before.&lt;br /&gt;
*Numbers&lt;br /&gt;
*-juku   cl. still, yet. Syn: -kirli.&lt;br /&gt;
*-pinki   ns. such-like, things pertaining to.&lt;br /&gt;
*-kari   ns. another, other.&lt;br /&gt;
*nyurru   av. already, short time ago.&lt;br /&gt;
*-wiyi (first)&lt;br /&gt;
*-wana   ns. along, alongside, beside.&lt;br /&gt;
&lt;br /&gt;
===Disambiguation===&lt;br /&gt;
*Number vs Noun (e.g. rdaka = hand or five), has the number marker -pala&lt;br /&gt;
*Manu = cnjcoo vs v tv past?&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_TranslationPairs]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Structural_transfer&amp;diff=4364</id>
		<title>Guarani and Warlpiri/Structural transfer</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Structural_transfer&amp;diff=4364"/>
				<updated>2017-04-07T02:59:36Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Structural Transfer Rule */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==Pre-Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 113.79 %&lt;br /&gt;
*Position-independent word error rate (PER): 113.79 %&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 100.0 %&lt;br /&gt;
*Position-independent word error rate (PER): 100.0 %&lt;br /&gt;
&lt;br /&gt;
==Structural Transfer Rule==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
*Sample sentence: mitã okaru → kurdu ka ngarni&lt;br /&gt;
*tagger: ^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;$ ^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*biltrans: ^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;$ ^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;/ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*chunker:&lt;br /&gt;
**apertium-transfer: Rule 2 mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;&lt;br /&gt;
**apertium-transfer: Rule 3 karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;/ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&lt;br /&gt;
**apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt; ^n&amp;lt;SN&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;{^kurdu&amp;lt;n&amp;gt;&amp;lt;2&amp;gt;$}$ ^vaux&amp;lt;Saux&amp;gt;&amp;lt;SubjTBD&amp;gt;{^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;2&amp;gt;$}$ ^v&amp;lt;SV&amp;gt;{^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$&lt;br /&gt;
*postchunk: ^kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;$ ^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;subj3sg&amp;gt;$ ^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*gug-wbp: #kurdu #ka #ngarni# (there is a lingering issue in my generator)&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
*Sample sentence: kurdu ka ngarni → mitã okaru&lt;br /&gt;
*tagger: ^kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$ ^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;subj3sg&amp;gt;$ ^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*biltrans: ^kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;/mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$ ^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;subj3sg&amp;gt;/&amp;lt;pres&amp;gt;&amp;lt;subj3sg&amp;gt;$ ^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;/karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*chunker:&lt;br /&gt;
**apertium-transfer: Rule 2 ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;subj3sg&amp;gt;/&amp;lt;pres&amp;gt;&amp;lt;subj3sg&amp;gt; ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;/karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&lt;br /&gt;
**apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;&lt;br /&gt;
*interchunk: ^default&amp;lt;default&amp;gt;{^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$}$ ^sent&amp;lt;v&amp;gt;{^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$&lt;br /&gt;
*postchunk: ^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;abs&amp;gt;$ ^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*wbp-gug: #mitã okaru (need a transfer rule for nouns to add the subject tag and remove abs tag)&lt;br /&gt;
&lt;br /&gt;
==Post-Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 115.52 %&lt;br /&gt;
*Position-independent word error rate (PER): 115.52 %&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 100.00 %&lt;br /&gt;
*Position-independent word error rate (PER): 100.00 %&lt;br /&gt;
(I think nouns are not translating correctly anymore after adding the &amp;lt;subj&amp;gt; tags to them. Will try to fix by next week)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_StructuralTransfer]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Structural_transfer&amp;diff=4363</id>
		<title>Guarani and Warlpiri/Structural transfer</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Structural_transfer&amp;diff=4363"/>
				<updated>2017-04-07T02:55:11Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* gug → wbp */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==Pre-Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 113.79 %&lt;br /&gt;
*Position-independent word error rate (PER): 113.79 %&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 100.0 %&lt;br /&gt;
*Position-independent word error rate (PER): 100.0 %&lt;br /&gt;
&lt;br /&gt;
==Structural Transfer Rule==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
*Sample sentence: mitã okaru → kurdu ka ngarni&lt;br /&gt;
*tagger: ^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;$ ^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*biltrans: ^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;$ ^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;/ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*chunker:&lt;br /&gt;
**apertium-transfer: Rule 2 mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;&lt;br /&gt;
**apertium-transfer: Rule 3 karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;/ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&lt;br /&gt;
**apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt; ^n&amp;lt;SN&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;{^kurdu&amp;lt;n&amp;gt;&amp;lt;2&amp;gt;$}$ ^vaux&amp;lt;Saux&amp;gt;&amp;lt;SubjTBD&amp;gt;{^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;2&amp;gt;$}$ ^v&amp;lt;SV&amp;gt;{^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$&lt;br /&gt;
*postchunk: ^kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;$ ^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;subj3sg&amp;gt;$ ^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*gug-wbp: #kurdu #ka #ngarni# (there is a lingering issue in my generator)&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
*add ar, air, chen tags to dix&lt;br /&gt;
*do reverse of previous steps&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Post-Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 115.52 %&lt;br /&gt;
*Position-independent word error rate (PER): 115.52 %&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 100.00 %&lt;br /&gt;
*Position-independent word error rate (PER): 100.00 %&lt;br /&gt;
(I think nouns are not translating correctly anymore after adding the &amp;lt;subj&amp;gt; tags to them. Will try to fix by next week)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_StructuralTransfer]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Structural_transfer&amp;diff=4362</id>
		<title>Guarani and Warlpiri/Structural transfer</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Structural_transfer&amp;diff=4362"/>
				<updated>2017-04-07T02:54:23Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* wbp → gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==Pre-Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 113.79 %&lt;br /&gt;
*Position-independent word error rate (PER): 113.79 %&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 100.0 %&lt;br /&gt;
*Position-independent word error rate (PER): 100.0 %&lt;br /&gt;
&lt;br /&gt;
==Structural Transfer Rule==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
*Sample sentence: mitã okaru → kurdu ka ngarni&lt;br /&gt;
*tagger: ^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;$ ^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*biltrans: ^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;$ ^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;/ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*chunker:&lt;br /&gt;
**apertium-transfer: Rule 2 mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;&lt;br /&gt;
**apertium-transfer: Rule 3 karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;/ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&lt;br /&gt;
**apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt; ^n&amp;lt;SN&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;{^kurdu&amp;lt;n&amp;gt;&amp;lt;2&amp;gt;$}$ ^vaux&amp;lt;Saux&amp;gt;&amp;lt;SubjTBD&amp;gt;{^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;2&amp;gt;$}$ ^v&amp;lt;SV&amp;gt;{^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$&lt;br /&gt;
*postchunk: ^kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;$ ^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;subj3sg&amp;gt;$ ^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*gug-wbp: #kurdu #ka #ngarni# (there is a lingering issue in my generator)&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
*add ar, air, chen tags to dix&lt;br /&gt;
*do reverse of previous steps&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Post-Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 115.52 %&lt;br /&gt;
*Position-independent word error rate (PER): 115.52 %&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 100.00 %&lt;br /&gt;
*Position-independent word error rate (PER): 100.00 %&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_StructuralTransfer]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Structural_transfer&amp;diff=4361</id>
		<title>Guarani and Warlpiri/Structural transfer</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Structural_transfer&amp;diff=4361"/>
				<updated>2017-04-07T02:53:00Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Post-Evaluation */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==Pre-Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 113.79 %&lt;br /&gt;
*Position-independent word error rate (PER): 113.79 %&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
Results when running on gug.tests.txt:&lt;br /&gt;
*Word error rate (WER): 83.33 %&lt;br /&gt;
*Position-independent word error rate (PER): 83.33 %&lt;br /&gt;
&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 100.0 %&lt;br /&gt;
*Position-independent word error rate (PER): 100.0 %&lt;br /&gt;
&lt;br /&gt;
(I think the WER and PER got worse because nouns are no longer translating correctly after adding the &amp;lt;subj&amp;gt; tag to all nouns and pronouns).&lt;br /&gt;
&lt;br /&gt;
==Structural Transfer Rule==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
*Sample sentence: mitã okaru → kurdu ka ngarni&lt;br /&gt;
*tagger: ^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;$ ^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*biltrans: ^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;$ ^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;/ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*chunker:&lt;br /&gt;
**apertium-transfer: Rule 2 mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;&lt;br /&gt;
**apertium-transfer: Rule 3 karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;/ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&lt;br /&gt;
**apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt; ^n&amp;lt;SN&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;{^kurdu&amp;lt;n&amp;gt;&amp;lt;2&amp;gt;$}$ ^vaux&amp;lt;Saux&amp;gt;&amp;lt;SubjTBD&amp;gt;{^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;2&amp;gt;$}$ ^v&amp;lt;SV&amp;gt;{^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$&lt;br /&gt;
*postchunk: ^kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;$ ^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;subj3sg&amp;gt;$ ^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*gug-wbp: #kurdu #ka #ngarni# (there is a lingering issue in my generator)&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
*add ar, air, chen tags to dix&lt;br /&gt;
*do reverse of previous steps&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Post-Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 115.52 %&lt;br /&gt;
*Position-independent word error rate (PER): 115.52 %&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 100.00 %&lt;br /&gt;
*Position-independent word error rate (PER): 100.00 %&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_StructuralTransfer]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Structural_transfer&amp;diff=4360</id>
		<title>Guarani and Warlpiri/Structural transfer</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Structural_transfer&amp;diff=4360"/>
				<updated>2017-04-07T02:49:30Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* Pre-Evaluation */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==Pre-Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 113.79 %&lt;br /&gt;
*Position-independent word error rate (PER): 113.79 %&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
Results when running on gug.tests.txt:&lt;br /&gt;
*Word error rate (WER): 83.33 %&lt;br /&gt;
*Position-independent word error rate (PER): 83.33 %&lt;br /&gt;
&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 100.0 %&lt;br /&gt;
*Position-independent word error rate (PER): 100.0 %&lt;br /&gt;
&lt;br /&gt;
(I think the WER and PER got worse because nouns are no longer translating correctly after adding the &amp;lt;subj&amp;gt; tag to all nouns and pronouns).&lt;br /&gt;
&lt;br /&gt;
==Structural Transfer Rule==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp===&lt;br /&gt;
*Sample sentence: mitã okaru → kurdu ka ngarni&lt;br /&gt;
*tagger: ^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;$ ^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*biltrans: ^mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;$ ^karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;/ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;$^.&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*chunker:&lt;br /&gt;
**apertium-transfer: Rule 2 mitã&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;/kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;&lt;br /&gt;
**apertium-transfer: Rule 3 karu&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;/ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;ar&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sp&amp;gt;&lt;br /&gt;
**apertium-transfer: Rule 1 .&amp;lt;sent&amp;gt;/.&amp;lt;sent&amp;gt; ^n&amp;lt;SN&amp;gt;&amp;lt;sg&amp;gt;&amp;lt;subj&amp;gt;{^kurdu&amp;lt;n&amp;gt;&amp;lt;2&amp;gt;$}$ ^vaux&amp;lt;Saux&amp;gt;&amp;lt;SubjTBD&amp;gt;{^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;2&amp;gt;$}$ ^v&amp;lt;SV&amp;gt;{^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;$}$^sent&amp;lt;SENT&amp;gt;{^.&amp;lt;sent&amp;gt;$}$&lt;br /&gt;
*postchunk: ^kurdu&amp;lt;n&amp;gt;&amp;lt;sg&amp;gt;$ ^ka&amp;lt;vaux&amp;gt;&amp;lt;pres&amp;gt;&amp;lt;subj3sg&amp;gt;$ ^ngarni&amp;lt;v&amp;gt;&amp;lt;tv&amp;gt;&amp;lt;pres&amp;gt;$^.&amp;lt;sent&amp;gt;$&lt;br /&gt;
*gug-wbp: #kurdu #ka #ngarni# (there is a lingering issue in my generator)&lt;br /&gt;
&lt;br /&gt;
===wbp → gug===&lt;br /&gt;
*add ar, air, chen tags to dix&lt;br /&gt;
*do reverse of previous steps&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Post-Evaluation==&lt;br /&gt;
&lt;br /&gt;
===gug → wbp ===&lt;br /&gt;
Results when running on gug.sentences.txt:&lt;br /&gt;
*Word error rate (WER): 115.52 %&lt;br /&gt;
*Position-independent word error rate (PER): 115.52 %&lt;br /&gt;
&lt;br /&gt;
[[Category:Sp17_StructuralTransfer]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Lexical_selection&amp;diff=4216</id>
		<title>Guarani and Warlpiri/Lexical selection</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Lexical_selection&amp;diff=4216"/>
				<updated>2017-03-31T01:34:55Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* wbp → gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==gug → wbp==&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;lirra&amp;quot; (Eng: voice) as the translation of &amp;quot;ahy&amp;#039;o&amp;quot; when it is followed by &amp;quot;tyapu&amp;quot; (Eng: loud) or &amp;quot;kirirĩ&amp;quot; (Eng: quiet). Select &amp;quot;ngukarna&amp;quot; (Eng: throat) as the translation of &amp;quot;ahy&amp;#039;o&amp;quot; when it is followed by &amp;quot;rasy&amp;quot; (Eng: sore). Otherwise, select &amp;quot;lirra&amp;quot; as the default.&lt;br /&gt;
** Ha&amp;#039;e ahy&amp;#039;o tyapu (&amp;quot;His/Her loud voice&amp;quot;)&lt;br /&gt;
** Ha&amp;#039;e oguereko ahy&amp;#039;o rasy (&amp;quot;He/she/they have a sore throat&amp;quot;)&lt;br /&gt;
 &lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;japirdimi&amp;quot; (Eng: collar) as the translation of &amp;quot;ajúra&amp;quot; when it is followed by color words such as &amp;quot;pytã&amp;quot; (Eng: red), &amp;quot;chovy&amp;quot; (Eng: blue) or &amp;quot;aky&amp;quot; (Eng: green). Select &amp;quot;waninja&amp;quot; (Eng: neck) as the translation of &amp;quot;ajúra&amp;quot; when it is followed by &amp;quot;puku&amp;quot; (Eng: long) or &amp;quot;koli&amp;quot; (Eng: short). Otherwise, select &amp;quot;waninja&amp;quot; as the default.&lt;br /&gt;
** Ajúra puku (&amp;quot;long neck&amp;quot;)&lt;br /&gt;
** Ajúra pytã (&amp;quot;red collar&amp;quot;)&lt;br /&gt;
&lt;br /&gt;
==wbp → gug==&lt;br /&gt;
* (wbp) muru-pinyi → (gug) mboy&amp;#039;u &amp;quot;swallow&amp;quot;; kuapyti &amp;quot;insert&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;mboy&amp;#039;u&amp;quot; if &amp;quot;muru-pinyi&amp;quot; is followed by food or drink words: &amp;quot;ngapa&amp;quot; (water/grog), &amp;quot;pama&amp;quot; (liquor), &amp;quot;jirnarri&amp;quot; (food), and &amp;quot;mangarri&amp;quot; (vegetable). In other cases, select &amp;quot;kuapyti&amp;quot;.&lt;br /&gt;
**Kurdu-ngku muru-pinyi ngapa. (Eng: The child is swallowing water/grog.)&lt;br /&gt;
**muru-pinyi walya (Eng: insert in the ground)&lt;br /&gt;
&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
** Rule: We couldn&amp;#039;t come up with a good way to solve this problem. We decided to select &amp;quot;itakua&amp;quot; as the default, because it appears to be more common.&lt;br /&gt;
**Kurdu-ngku nyanyi kirdirrpa. (Eng: The child is looking for the cave.)&lt;br /&gt;
**Wati-ngku jarda-jarrimi kirdirrpa-rla (Eng: The man sleeps in the jail.)&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
** Oha&amp;#039;anga jaguape (&amp;quot;He/she/they imitate the dog&amp;quot;)&lt;br /&gt;
--&amp;gt; &lt;br /&gt;
&lt;br /&gt;
 &amp;lt;!-- &lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot; Note:&lt;br /&gt;
**Jarntu-rdaka-pala yanu. (Eng: Five dogs went.)&lt;br /&gt;
**Kurdu-ngku ka-ju rdaka-ngku pakarni ngaju. (Eng: The child is striking me with his/her hand.)&lt;br /&gt;
--&amp;gt; &lt;br /&gt;
[[Category:Sp17_LexicalSelection]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Lexical_selection&amp;diff=4211</id>
		<title>Guarani and Warlpiri/Lexical selection</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Lexical_selection&amp;diff=4211"/>
				<updated>2017-03-31T01:02:16Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* wbp → gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==gug → wbp==&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;lirra&amp;quot; (Eng: voice) as the translation of &amp;quot;ahy&amp;#039;o&amp;quot; when it is followed by &amp;quot;tyapu&amp;quot; (Eng: loud) or &amp;quot;kirirĩ&amp;quot; (Eng: quiet). Select &amp;quot;ngukarna&amp;quot; (Eng: throat) as the translation of &amp;quot;ahy&amp;#039;o&amp;quot; when it is followed by &amp;quot;rasy&amp;quot; (Eng: sore). Otherwise, select &amp;quot;lirra&amp;quot; as the default.&lt;br /&gt;
** Ha&amp;#039;e ahy&amp;#039;o tyapu (&amp;quot;His/Her loud voice&amp;quot;)&lt;br /&gt;
** Ha&amp;#039;e oguereko ahy&amp;#039;o rasy (&amp;quot;He/she/they have a sore throat&amp;quot;)&lt;br /&gt;
 &lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
** Rule: Select &amp;quot;japirdimi&amp;quot; (Eng: collar) as the translation of &amp;quot;ajúra&amp;quot; when it is followed by color words such as &amp;quot;pytã&amp;quot; (Eng: red), &amp;quot;BLUE&amp;quot; (Eng: blue) or &amp;quot;GREEN&amp;quot; (Eng: green). Select &amp;quot;waninja&amp;quot; (Eng: neck) as the translation of &amp;quot;ajúra&amp;quot; when it is followed by &amp;quot;puku&amp;quot; (Eng: long) or &amp;quot;koli&amp;quot; (Eng: short). Otherwise, select &amp;quot;waninja&amp;quot; as the default.&lt;br /&gt;
** Ajúra puku (&amp;quot;long neck&amp;quot;)&lt;br /&gt;
** Ajúra pytã (&amp;quot;red collar&amp;quot;)&lt;br /&gt;
&lt;br /&gt;
==wbp → gug==&lt;br /&gt;
* (wbp) muru-pinyi → (gug) mboy&amp;#039;u &amp;quot;swallow&amp;quot;; kuapyti &amp;quot;insert&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;mboy&amp;#039;u&amp;quot; if &amp;quot;muru-pinyi&amp;quot; is followed by &amp;quot;ngapa&amp;quot; (water/grog) &lt;br /&gt;
**Kurdu-ngku muru-pinyi ngapa. (Eng: The child is swallowing water/grog.)&lt;br /&gt;
**muru-pinyi walya (Eng: insert in the ground)&lt;br /&gt;
&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
** Rule: We couldn&amp;#039;t come up with a good way to solve this problem. We decided to select &amp;quot;itakua&amp;quot; as the default, because it appears to be more common.&lt;br /&gt;
**Kurdu-ngku nyanyi kirdirrpa. (Eng: The child is looking for the cave.)&lt;br /&gt;
**Wati-ngku jarda-jarrimi kirdirrpa-rla (Eng: The man sleeps in the jail.)&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
** Oha&amp;#039;anga jaguape (&amp;quot;He/she/they imitate the dog&amp;quot;)&lt;br /&gt;
--&amp;gt; &lt;br /&gt;
&lt;br /&gt;
 &amp;lt;!-- &lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot; Note:&lt;br /&gt;
**Jarntu-rdaka-pala yanu. (Eng: Five dogs went.)&lt;br /&gt;
**Kurdu-ngku ka-ju rdaka-ngku pakarni ngaju. (Eng: The child is striking me with his/her hand.)&lt;br /&gt;
--&amp;gt; &lt;br /&gt;
[[Category:Sp17_LexicalSelection]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	<entry>
		<id>http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Lexical_selection&amp;diff=4209</id>
		<title>Guarani and Warlpiri/Lexical selection</title>
		<link rel="alternate" type="text/html" href="http://wikis.swarthmore.edu/ling073/index.php?title=Guarani_and_Warlpiri/Lexical_selection&amp;diff=4209"/>
				<updated>2017-03-31T01:02:02Z</updated>
		
		<summary type="html">&lt;p&gt;Cpillsb1: /* wbp → gug */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==gug → wbp==&lt;br /&gt;
* (gug) ahy&amp;#039;o → (wbp) ngukarna &amp;quot;throat&amp;quot;; lirra &amp;quot;voice&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;lirra&amp;quot; if &amp;quot;ahy&amp;#039;o&amp;quot; is followed by &amp;quot;tyapu&amp;quot; (loud)&lt;br /&gt;
** Ha&amp;#039;e ahy&amp;#039;o tyapu (&amp;quot;His/Her loud voice&amp;quot;)&lt;br /&gt;
** Ha&amp;#039;e oguereko ahy&amp;#039;o rasy (&amp;quot;He/she/they have a sore throat&amp;quot;)&lt;br /&gt;
 &lt;br /&gt;
* (gug) ajúra → (wbp) japirdimi &amp;quot;collar&amp;quot;; waninja &amp;quot;neck&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;waninja&amp;quot; as the default&lt;br /&gt;
** Ajúra puku (&amp;quot;long neck&amp;quot;)&lt;br /&gt;
** Ajúra pytã (&amp;quot;red collar&amp;quot;)&lt;br /&gt;
&lt;br /&gt;
==wbp → gug==&lt;br /&gt;
* (wbp) muru-pinyi → (gug) mboy&amp;#039;u &amp;quot;swallow&amp;quot;; kuapyti &amp;quot;insert&amp;quot;&lt;br /&gt;
** Rule: select &amp;quot;mboy&amp;#039;u&amp;quot; if &amp;quot;muru-pinyi&amp;quot; is followed by &amp;quot;ngapa&amp;quot; (water/grog) &lt;br /&gt;
**Kurdu-ngku muru-pinyi ngapa. (Eng: The child is swallowing water/grog.)&lt;br /&gt;
**muru-pinyi walya (Eng: insert in the ground)&lt;br /&gt;
&lt;br /&gt;
* (wbp) kirdirrpa → (gug) itakua &amp;quot;cave&amp;quot;; ka&amp;#039;irãi &amp;quot;jail&amp;quot;&lt;br /&gt;
** Rule: We couldn&amp;#039;t come up with a good way to solve this problem. We decided to select &amp;quot;itakua&amp;quot; as the default, because it appears to be more common&lt;br /&gt;
**Kurdu-ngku nyanyi kirdirrpa. (Eng: The child is looking for the cave.)&lt;br /&gt;
**Wati-ngku jarda-jarrimi kirdirrpa-rla (Eng: The man sleeps in the jail.)&lt;br /&gt;
&lt;br /&gt;
&amp;lt;!--&lt;br /&gt;
* (gug) ha&amp;#039;anga → (wbp) japirdimi &amp;quot;threaten&amp;quot;; walaparrirni &amp;quot;imitate&amp;quot;&lt;br /&gt;
** Oha&amp;#039;anga jaguape (&amp;quot;He/she/they imitate the dog&amp;quot;)&lt;br /&gt;
--&amp;gt; &lt;br /&gt;
&lt;br /&gt;
 &amp;lt;!-- &lt;br /&gt;
* (wbp) rdaka → (gug) avatisoka &amp;quot;hand&amp;quot;; po &amp;quot;five&amp;quot; Note:&lt;br /&gt;
**Jarntu-rdaka-pala yanu. (Eng: Five dogs went.)&lt;br /&gt;
**Kurdu-ngku ka-ju rdaka-ngku pakarni ngaju. (Eng: The child is striking me with his/her hand.)&lt;br /&gt;
--&amp;gt; &lt;br /&gt;
[[Category:Sp17_LexicalSelection]]&lt;/div&gt;</summary>
		<author><name>Cpillsb1</name></author>	</entry>

	</feed>