Difference between revisions of "Sense Clustering Using Wikipedia"

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== Overview ==
 
== Overview ==
 
In this paper, authors propose a novel method for generating a coarse-grained sense inventory from [[Wikipedia]] using a machine learning framework. Structural and content-based [[features]] are employed to induce clusters of articles representative of a word sense. Additionally, [[multilingual]] features are shown to improve the clustering accuracy, especially for languages that are less comprehensive than English. Authors show the effectiveness of clustering methodology by testing it against both manually and automatically annotated datasets.
 
In this paper, authors propose a novel method for generating a coarse-grained sense inventory from [[Wikipedia]] using a machine learning framework. Structural and content-based [[features]] are employed to induce clusters of articles representative of a word sense. Additionally, [[multilingual]] features are shown to improve the clustering accuracy, especially for languages that are less comprehensive than English. Authors show the effectiveness of clustering methodology by testing it against both manually and automatically annotated datasets.
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== Embed ==
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=== Wikipedia Quality ===
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Dandala, Bharath; Hokamp, Chris; Mihalcea, Rada; Bunescu, Razvan C.. (2013). "[[Sense Clustering Using Wikipedia]]".
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=== English Wikipedia ===
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{{cite journal |last1=Dandala |first1=Bharath |last2=Hokamp |first2=Chris |last3=Mihalcea |first3=Rada |last4=Bunescu |first4=Razvan C. |title=Sense Clustering Using Wikipedia |date=2013 |url=https://wikipediaquality.com/wiki/Sense_Clustering_Using_Wikipedia}}
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=== HTML ===
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Dandala, Bharath; Hokamp, Chris; Mihalcea, Rada; Bunescu, Razvan C.. (2013). &amp;quot;<a href="https://wikipediaquality.com/wiki/Sense_Clustering_Using_Wikipedia">Sense Clustering Using Wikipedia</a>&amp;quot;.
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[[Category:Scientific works]]
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[[Category:English Wikipedia]]

Latest revision as of 09:41, 8 September 2019


Sense Clustering Using Wikipedia
Authors
Bharath Dandala
Chris Hokamp
Rada Mihalcea
Razvan C. Bunescu
Publication date
2013
Links
Original

Sense Clustering Using Wikipedia - scientific work related to Wikipedia quality published in 2013, written by Bharath Dandala, Chris Hokamp, Rada Mihalcea and Razvan C. Bunescu.

Overview

In this paper, authors propose a novel method for generating a coarse-grained sense inventory from Wikipedia using a machine learning framework. Structural and content-based features are employed to induce clusters of articles representative of a word sense. Additionally, multilingual features are shown to improve the clustering accuracy, especially for languages that are less comprehensive than English. Authors show the effectiveness of clustering methodology by testing it against both manually and automatically annotated datasets.

Embed

Wikipedia Quality

Dandala, Bharath; Hokamp, Chris; Mihalcea, Rada; Bunescu, Razvan C.. (2013). "[[Sense Clustering Using Wikipedia]]".

English Wikipedia

{{cite journal |last1=Dandala |first1=Bharath |last2=Hokamp |first2=Chris |last3=Mihalcea |first3=Rada |last4=Bunescu |first4=Razvan C. |title=Sense Clustering Using Wikipedia |date=2013 |url=https://wikipediaquality.com/wiki/Sense_Clustering_Using_Wikipedia}}

HTML

Dandala, Bharath; Hokamp, Chris; Mihalcea, Rada; Bunescu, Razvan C.. (2013). &quot;<a href="https://wikipediaquality.com/wiki/Sense_Clustering_Using_Wikipedia">Sense Clustering Using Wikipedia</a>&quot;.