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	<id>https://wiki.apertium.org/w/index.php?action=history&amp;feed=atom&amp;title=Learning_Constraint_Grammars</id>
	<title>Learning Constraint Grammars - Revision history</title>
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	<updated>2026-06-01T00:04:14Z</updated>
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	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60924&amp;oldid=prev</id>
		<title>Nuboro at 22:59, 25 December 2016</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60924&amp;oldid=prev"/>
		<updated>2016-12-25T22:59:44Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 22:59, 25 December 2016&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;== Statistical approach ==&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;div&gt;== Statistical approach ==&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-deletedline diff-side-deleted&quot;&gt;&lt;div&gt;In statistical approach Constraint Grammar style rules are learned by calculating n-gram probabilities of word and part-of-speech tag groups. Current work on implementing such a system is at [https://github.com/nuboro/&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;CG_module/&lt;/del&gt; nuboro&#039;s Github repository], and it is based on the paper [https://archive.org/details/arxiv-cmp-lg9607002 Inducing Constraint Grammars].&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;In statistical approach Constraint Grammar style rules are learned by calculating n-gram probabilities of word and part-of-speech tag groups. Current work on implementing such a system is at [https://github.com/nuboro/&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;CG-generator&lt;/ins&gt; nuboro&#039;s Github repository], and it is based on the paper [https://archive.org/details/arxiv-cmp-lg9607002 Inducing Constraint Grammars].&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
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&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;== Machine Learning ==&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;div&gt;== Machine Learning ==&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Nuboro</name></author>
		
	</entry>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60886&amp;oldid=prev</id>
		<title>Putti at 12:39, 22 December 2016</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60886&amp;oldid=prev"/>
		<updated>2016-12-22T12:39:16Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 12:39, 22 December 2016&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;
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  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 13:&lt;/td&gt;
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&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;* http://swarm.cs.pub.ro/~asfrent/msc/thesis.pdf – Inductive Logic Programming&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;div&gt;* http://swarm.cs.pub.ro/~asfrent/msc/thesis.pdf – Inductive Logic Programming&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;* http://ucrel.lancs.ac.uk/acl/C/C98/C98-2123.pdf – Inductive Logic Programming&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;div&gt;* http://ucrel.lancs.ac.uk/acl/C/C98/C98-2123.pdf – Inductive Logic Programming&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
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  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;[[Category:Constraint Grammar]]&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Putti</name></author>
		
	</entry>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60885&amp;oldid=prev</id>
		<title>Putti at 12:27, 22 December 2016</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60885&amp;oldid=prev"/>
		<updated>2016-12-22T12:27:37Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 12:27, 22 December 2016&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 10:&lt;/td&gt;
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&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;A subfield of Machine Learning, called Inductive Logic Programming, has been used to learn Constraint Grammar style disambiguation rules. See for example the branch [http://svn.code.sf.net/p/apertium/svn/branches/mil-pos-tagger/ mil-pos-tagger].&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;div&gt;A subfield of Machine Learning, called Inductive Logic Programming, has been used to learn Constraint Grammar style disambiguation rules. See for example the branch [http://svn.code.sf.net/p/apertium/svn/branches/mil-pos-tagger/ mil-pos-tagger].&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
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  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
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&lt;/tr&gt;
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  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-deletedline diff-side-deleted&quot;&gt;&lt;div&gt;==&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;External links&lt;/del&gt;==&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;==&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;Papers&lt;/ins&gt;==&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;* http://swarm.cs.pub.ro/~asfrent/msc/thesis.pdf – Inductive Logic Programming&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;div&gt;* http://swarm.cs.pub.ro/~asfrent/msc/thesis.pdf – Inductive Logic Programming&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;* http://ucrel.lancs.ac.uk/acl/C/C98/C98-2123.pdf – Inductive Logic Programming&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;div&gt;* http://ucrel.lancs.ac.uk/acl/C/C98/C98-2123.pdf – Inductive Logic Programming&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Putti</name></author>
		
	</entry>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60884&amp;oldid=prev</id>
		<title>Putti at 12:25, 22 December 2016</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60884&amp;oldid=prev"/>
		<updated>2016-12-22T12:25:46Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
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				&lt;col class=&quot;diff-marker&quot; /&gt;
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				&lt;tr class=&quot;diff-title&quot; lang=&quot;en&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 12:25, 22 December 2016&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 8:&lt;/td&gt;
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&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;== Machine Learning ==&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;div&gt;== Machine Learning ==&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;br /&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;br /&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-deletedline diff-side-deleted&quot;&gt;&lt;div&gt;A subfield of Machine Learning, called Inductive Logic Programming, has been used to learn Constraint Grammar style disambiguation rules. See for example the branch [http://svn.code.sf.net/p/apertium/svn/branches/mil-pos-tagger/ mil-pos-tagger]&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;A subfield of Machine Learning, called Inductive Logic Programming, has been used to learn Constraint Grammar style disambiguation rules. See for example the branch [http://svn.code.sf.net/p/apertium/svn/branches/mil-pos-tagger/ mil-pos-tagger]&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
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&lt;/tr&gt;
&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;==External links==&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;div&gt;==External links==&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Putti</name></author>
		
	</entry>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60883&amp;oldid=prev</id>
		<title>Putti at 12:25, 22 December 2016</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60883&amp;oldid=prev"/>
		<updated>2016-12-22T12:25:16Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 12:25, 22 December 2016&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 9:&lt;/td&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 9:&lt;/td&gt;
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&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
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&lt;/tr&gt;
&lt;tr&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;A subfield of Machine Learning, called Inductive Logic Programming, has been used to learn Constraint Grammar style disambiguation rules. See for example the branch [http://svn.code.sf.net/p/apertium/svn/branches/mil-pos-tagger/ mil-pos-tagger]&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;div&gt;A subfield of Machine Learning, called Inductive Logic Programming, has been used to learn Constraint Grammar style disambiguation rules. See for example the branch [http://svn.code.sf.net/p/apertium/svn/branches/mil-pos-tagger/ mil-pos-tagger]&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-empty diff-side-deleted&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;br /&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-empty diff-side-deleted&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;==External links==&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-empty diff-side-deleted&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;* http://swarm.cs.pub.ro/~asfrent/msc/thesis.pdf – Inductive Logic Programming&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-empty diff-side-deleted&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;* http://ucrel.lancs.ac.uk/acl/C/C98/C98-2123.pdf – Inductive Logic Programming&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Putti</name></author>
		
	</entry>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60882&amp;oldid=prev</id>
		<title>Putti at 12:15, 22 December 2016</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60882&amp;oldid=prev"/>
		<updated>2016-12-22T12:15:05Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 12:15, 22 December 2016&lt;/td&gt;
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  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;In statistical approach Constraint Grammar style rules are learned by calculating n-gram probabilities of word and part-of-speech tag groups. Current work on implementing such a system is at [https://github.com/nuboro/CG_module/ nuboro&#039;s Github repository], and it is based on the paper [https://archive.org/details/arxiv-cmp-lg9607002 Inducing Constraint Grammars].&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-context diff-side-added&quot;&gt;&lt;div&gt;In statistical approach Constraint Grammar style rules are learned by calculating n-gram probabilities of word and part-of-speech tag groups. Current work on implementing such a system is at [https://github.com/nuboro/CG_module/ nuboro&#039;s Github repository], and it is based on the paper [https://archive.org/details/arxiv-cmp-lg9607002 Inducing Constraint Grammars].&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;== Machine Learning ==&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;A subfield of Machine Learning, called Inductive Logic Programming, has been used to learn Constraint Grammar style disambiguation rules. See for example the branch [http://svn.code.sf.net/p/apertium/svn/branches/mil-pos-tagger/ mil-pos-tagger]&lt;/div&gt;&lt;/td&gt;
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		<author><name>Putti</name></author>
		
	</entry>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60876&amp;oldid=prev</id>
		<title>Putti: Created page with &quot;Constraint Grammar style part-of-speech disambiguation rules can be learned automatically from disambiguated parallel corpora.   == Statistical approach ==  In statistical app...&quot;</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Learning_Constraint_Grammars&amp;diff=60876&amp;oldid=prev"/>
		<updated>2016-12-22T11:51:22Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;Constraint Grammar style part-of-speech disambiguation rules can be learned automatically from disambiguated parallel corpora.   == Statistical approach ==  In statistical app...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;Constraint Grammar style part-of-speech disambiguation rules can be learned automatically from disambiguated parallel corpora.&lt;br /&gt;
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== Statistical approach ==&lt;br /&gt;
&lt;br /&gt;
In statistical approach Constraint Grammar style rules are learned by calculating n-gram probabilities of word and part-of-speech tag groups. Current work on implementing such a system is at [https://github.com/nuboro/CG_module/ nuboro&amp;#039;s Github repository], and it is based on the paper [https://archive.org/details/arxiv-cmp-lg9607002 Inducing Constraint Grammars].&lt;/div&gt;</summary>
		<author><name>Putti</name></author>
		
	</entry>
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