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	<id>https://iskomunidad.upd.edu.ph/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=Lbranera</id>
	<title>Iskomunidad - User contributions [en]</title>
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	<updated>2026-06-11T01:42:48Z</updated>
	<subtitle>User contributions</subtitle>
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	<entry>
		<id>https://iskomunidad.upd.edu.ph/index.php?title=Similar_Philippine_Supreme_Court_Case_Decisions_Retrieval_System_Using_Doc2Vec&amp;diff=62891</id>
		<title>Similar Philippine Supreme Court Case Decisions Retrieval System Using Doc2Vec</title>
		<link rel="alternate" type="text/html" href="https://iskomunidad.upd.edu.ph/index.php?title=Similar_Philippine_Supreme_Court_Case_Decisions_Retrieval_System_Using_Doc2Vec&amp;diff=62891"/>
		<updated>2019-12-15T12:40:35Z</updated>

		<summary type="html">&lt;p&gt;Lbranera: Created page with &amp;quot; &amp;#039;&amp;#039;&amp;#039;Abstract&amp;#039;&amp;#039;&amp;#039;  Ranera, Lorenz Timothy Barco. (2019). Similar Philippine Supreme Court Case Decisions Retrieval System using Doc2Vec.  Drafting a case decision is an intensiv...&amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
&#039;&#039;&#039;Abstract&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Ranera, Lorenz Timothy Barco. (2019). Similar Philippine Supreme Court Case Decisions Retrieval System using Doc2Vec.&lt;br /&gt;
&lt;br /&gt;
Drafting a case decision is an intensive task for lower court judges which may&lt;br /&gt;
be a factor in the case backlog problem of the Philippine judiciary. The search for&lt;br /&gt;
similar Philippine Supreme Court case decisions is a common task done manually in&lt;br /&gt;
the trial setting in order to support the decision of the judge. Doc2Vec, a common&lt;br /&gt;
document embedding technique in NLP, and cosine similarity are implemented in&lt;br /&gt;
order to determine semantically similar case decisions automatically. The model&lt;br /&gt;
shows to have an accuracy of 76% and exhibits a moderate positive association with&lt;br /&gt;
the similarity scores of a legal domain expert.&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Keywords:&#039;&#039; Document Embedding, Document Retrieval, Document Similarity, Similarity&lt;br /&gt;
score, Doc2Vec, Natural Language Processing, Philippine Supreme Court, Case decisions&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[http://iskwiki.upd.edu.ph/flipbook/viewer/?fb=2015-09193-SPRanera View Manuscript]&lt;br /&gt;
&lt;br /&gt;
[[Category:2019 Thesis]]&lt;br /&gt;
[[Category: UP Manila]]&lt;br /&gt;
[[Category:Computer Science]]&lt;br /&gt;
[[Category:Natural Language Processing]]&lt;br /&gt;
[[Category:Philippine Supreme Court]]&lt;/div&gt;</summary>
		<author><name>Lbranera</name></author>
	</entry>
	<entry>
		<id>https://iskomunidad.upd.edu.ph/index.php?title=IskWiki!:Sandbox&amp;diff=62890</id>
		<title>IskWiki!:Sandbox</title>
		<link rel="alternate" type="text/html" href="https://iskomunidad.upd.edu.ph/index.php?title=IskWiki!:Sandbox&amp;diff=62890"/>
		<updated>2019-12-15T12:24:48Z</updated>

		<summary type="html">&lt;p&gt;Lbranera: Created page with &amp;quot;test&amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;test&lt;/div&gt;</summary>
		<author><name>Lbranera</name></author>
	</entry>
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