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	<id>https://wiki.apertium.org/w/index.php?action=history&amp;feed=atom&amp;title=Tagger</id>
	<title>Tagger - Revision history</title>
	<link rel="self" type="application/atom+xml" href="https://wiki.apertium.org/w/index.php?action=history&amp;feed=atom&amp;title=Tagger"/>
	<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Tagger&amp;action=history"/>
	<updated>2026-06-03T14:20:32Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
	<generator>MediaWiki 1.34.1</generator>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=71099&amp;oldid=prev</id>
		<title>ScoopGracie at 01:59, 24 January 2020</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=71099&amp;oldid=prev"/>
		<updated>2020-01-24T01:59:39Z</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 01:59, 24 January 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&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;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;[[&lt;/del&gt;Tagger (français)|&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;En français]]&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;{{otherlang|&lt;/ins&gt;Tagger (français)|&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;{{french}}}}&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;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;&#039;&#039;&#039;Tagger&#039;&#039;&#039; is usually short for part-of-speech tagger, a program which takes an ambiguous sequence of morphologically analysed text and chooses the most probable analysis. &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;&#039;&#039;&#039;Tagger&#039;&#039;&#039; is usually short for part-of-speech tagger, a program which takes an ambiguous sequence of morphologically analysed text and chooses the most probable analysis. &lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>ScoopGracie</name></author>
		
	</entry>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=50465&amp;oldid=prev</id>
		<title>Bech: Link to French page</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=50465&amp;oldid=prev"/>
		<updated>2014-10-07T12:24:26Z</updated>

		<summary type="html">&lt;p&gt;Link to French page&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&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 12:24, 7 October 2014&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&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;[[Tagger (français)|En français]]&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 class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;&#039;&#039;&#039;Tagger&#039;&#039;&#039; is usually short for part-of-speech tagger, a program which takes an ambiguous sequence of morphologically analysed text and chooses the most probable analysis. &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;&#039;&#039;&#039;Tagger&#039;&#039;&#039; is usually short for part-of-speech tagger, a program which takes an ambiguous sequence of morphologically analysed text and chooses the most probable analysis. &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;/table&gt;</summary>
		<author><name>Bech</name></author>
		
	</entry>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=32867&amp;oldid=prev</id>
		<title>Bech: Category:Documentation in English</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=32867&amp;oldid=prev"/>
		<updated>2012-03-24T10:44:26Z</updated>

		<summary type="html">&lt;p&gt;Category:Documentation in English&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 10:44, 24 March 2012&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 20:&lt;/td&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 20:&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;[[Category:Terminology]]&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;[[Category:Terminology]]&lt;/div&gt;&lt;/td&gt;
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&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;[[Category:Documentation in English]]&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Bech</name></author>
		
	</entry>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=17510&amp;oldid=prev</id>
		<title>Unhammer at 07:20, 24 March 2010</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=17510&amp;oldid=prev"/>
		<updated>2010-03-24T07:20:31Z</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;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&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 07:20, 24 March 2010&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;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 10:&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;&amp;lt;/pre&amp;gt;&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;&amp;lt;/pre&amp;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;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;The program &amp;lt;code&amp;gt;apertium-tagger&amp;lt;/code&amp;gt; achieves this by using a Hidden Markov Model, a statistical model using bigrams (trigram training is also possible). Training of &amp;lt;code&amp;gt;apertium-tagger&amp;lt;/code&amp;gt; can be supervised or unsupervised; there is also [[target-language &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;target&lt;/del&gt; training]] where training is based on how good the translations given by the tagging are, using a target-language language model. If a certain bigram sequence is impossible, one may explicitly tell the tagger this with FORBID or ENFORCE rules.&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;The program &amp;lt;code&amp;gt;apertium-tagger&amp;lt;/code&amp;gt; achieves this by using a Hidden Markov Model, a statistical model using bigrams (trigram training is also possible). Training of &amp;lt;code&amp;gt;apertium-tagger&amp;lt;/code&amp;gt; can be supervised or unsupervised; there is also [[target-language &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;tagger&lt;/ins&gt; training]] where training is based on how good the translations given by the tagging are, using a target-language language model. If a certain bigram sequence is impossible, one may explicitly tell the tagger this with FORBID or ENFORCE rules.&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;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-context diff-side-deleted&quot;&gt;&lt;div&gt;Some language pairs use [[Constraint Grammar]] (CG) to remove more readings before &amp;lt;code&amp;gt;apertium-tagger&amp;lt;/code&amp;gt;; CG lets you write rule-based taggers which allows more complex rules.&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;Some language pairs use [[Constraint Grammar]] (CG) to remove more readings before &amp;lt;code&amp;gt;apertium-tagger&amp;lt;/code&amp;gt;; CG lets you write rule-based taggers which allows more complex rules.&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Unhammer</name></author>
		
	</entry>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=17509&amp;oldid=prev</id>
		<title>Unhammer at 07:20, 24 March 2010</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=17509&amp;oldid=prev"/>
		<updated>2010-03-24T07:20:05Z</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 07:20, 24 March 2010&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;
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&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;&#039;&#039;&#039;Tagger&#039;&#039;&#039; is usually short for part-of-speech tagger, a program which takes an ambiguous sequence of morphologically analysed text and chooses the most probable analysis.&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;&#039;&#039;&#039;Tagger&#039;&#039;&#039; is usually short for part-of-speech tagger, a program which takes an ambiguous sequence of morphologically analysed text and chooses the most probable analysis.&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 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;Given the following ambiguous input (from &quot;tengo una idea&quot;)&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;&amp;lt;pre&amp;gt;&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;^tengo/tener&amp;lt;vblex&amp;gt;&amp;lt;pri&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;$ ^una/uno&amp;lt;prn&amp;gt;&amp;lt;tn&amp;gt;&amp;lt;f&amp;gt;&amp;lt;sg&amp;gt;/uno&amp;lt;det&amp;gt;&amp;lt;ind&amp;gt;&amp;lt;f&amp;gt;&amp;lt;sg&amp;gt;/unir&amp;lt;vblex&amp;gt;&amp;lt;prs&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sg&amp;gt;/unir&amp;lt;vblex&amp;gt;&amp;lt;prs&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;/unir&amp;lt;vblex&amp;gt;&amp;lt;imp&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sg&amp;gt;$ ^idea/idea&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;&amp;lt;sg&amp;gt;/idear&amp;lt;vblex&amp;gt;&amp;lt;pri&amp;gt;&amp;lt;p3&amp;gt;&amp;lt;sg&amp;gt;/idear&amp;lt;vblex&amp;gt;&amp;lt;imp&amp;gt;&amp;lt;p2&amp;gt;&amp;lt;sg&amp;gt;$&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-empty diff-side-deleted&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;&amp;lt;/pre&amp;gt;&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-empty diff-side-deleted&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;a good tagger would end up with&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-empty diff-side-deleted&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;&amp;lt;pre&amp;gt;&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
  &lt;td colspan=&quot;2&quot; class=&quot;diff-empty diff-side-deleted&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-addedline diff-side-added&quot;&gt;&lt;div&gt;^tener&amp;lt;vblex&amp;gt;&amp;lt;pri&amp;gt;&amp;lt;p1&amp;gt;&amp;lt;sg&amp;gt;$ ^uno&amp;lt;det&amp;gt;&amp;lt;ind&amp;gt;&amp;lt;f&amp;gt;&amp;lt;sg&amp;gt;$ ^idea&amp;lt;n&amp;gt;&amp;lt;f&amp;gt;&amp;lt;sg&amp;gt;$&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;&amp;lt;/pre&amp;gt;&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;The program &amp;lt;code&amp;gt;apertium-tagger&amp;lt;/code&amp;gt; achieves this by using a Hidden Markov Model, a statistical model using bigrams (trigram training is also possible). Training of &amp;lt;code&amp;gt;apertium-tagger&amp;lt;/code&amp;gt; can be supervised or unsupervised; there is also [[target-language target training]] where training is based on how good the translations given by the tagging are, using a target-language language model. If a certain bigram sequence is impossible, one may explicitly tell the tagger this with FORBID or ENFORCE rules.&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;Some language pairs use [[Constraint Grammar]] (CG) to remove more readings before &amp;lt;code&amp;gt;apertium-tagger&amp;lt;/code&amp;gt;; CG lets you write rule-based taggers which allows more complex rules.&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;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;==See also==&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;==See also==&lt;/div&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Unhammer</name></author>
		
	</entry>
	<entry>
		<id>https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=17218&amp;oldid=prev</id>
		<title>Francis Tyers: Created page with &#039;&#039;&#039;&#039;Tagger&#039;&#039;&#039; is usually short for part-of-speech tagger, a program which takes an ambiguous sequence of morphologically analysed text and chooses the most probable analysis.  ==S…&#039;</title>
		<link rel="alternate" type="text/html" href="https://wiki.apertium.org/w/index.php?title=Tagger&amp;diff=17218&amp;oldid=prev"/>
		<updated>2010-03-12T11:29:20Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;#039;&amp;#039;&amp;#039;&amp;#039;Tagger&amp;#039;&amp;#039;&amp;#039; is usually short for part-of-speech tagger, a program which takes an ambiguous sequence of morphologically analysed text and chooses the most probable analysis.  ==S…&amp;#039;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;Tagger&amp;#039;&amp;#039;&amp;#039; is usually short for part-of-speech tagger, a program which takes an ambiguous sequence of morphologically analysed text and chooses the most probable analysis.&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
&lt;br /&gt;
* [[Tagger training]]&lt;br /&gt;
* [[Constraint Grammar]]&lt;br /&gt;
&lt;br /&gt;
[[Category:Terminology]]&lt;/div&gt;</summary>
		<author><name>Francis Tyers</name></author>
		
	</entry>
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