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. | ||
+ | |||
+ | == Embed == | ||
+ | === Wikipedia Quality === | ||
+ | <code> | ||
+ | <nowiki> | ||
+ | Dandala, Bharath; Hokamp, Chris; Mihalcea, Rada; Bunescu, Razvan C.. (2013). "[[Sense Clustering Using Wikipedia]]". | ||
+ | </nowiki> | ||
+ | </code> | ||
+ | |||
+ | === English Wikipedia === | ||
+ | <code> | ||
+ | <nowiki> | ||
+ | {{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}} | ||
+ | </nowiki> | ||
+ | </code> | ||
+ | |||
+ | === HTML === | ||
+ | <code> | ||
+ | <nowiki> | ||
+ | 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;. | ||
+ | </nowiki> | ||
+ | </code> | ||
+ | |||
+ | |||
+ | |||
+ | [[Category:Scientific works]] | ||
+ | [[Category:English Wikipedia]] |
Latest revision as of 09:41, 8 September 2019
Authors | Bharath Dandala Chris Hokamp Rada Mihalcea Razvan C. Bunescu |
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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). "<a href="https://wikipediaquality.com/wiki/Sense_Clustering_Using_Wikipedia">Sense Clustering Using Wikipedia</a>".