View source for Tsdw: Two-Stage Word Sense Disambiguation Using Wikipedia

{{Infobox work
| title = Tsdw: Two-Stage Word Sense Disambiguation Using Wikipedia
| date = 2013
| authors = [[Chenliang Li]]<br />[[Aixin Sun]]<br />[[Anwitaman Datta]]
| doi = 10.1002/asi.22829
| link = http://onlinelibrary.wiley.com/doi/10.1002/asi.22829/full
}}
'''Tsdw: Two-Stage Word Sense Disambiguation Using Wikipedia''' - scientific work related to [[Wikipedia quality]] published in 2013, written by [[Chenliang Li]], [[Aixin Sun]] and [[Anwitaman Datta]].

== Overview ==
The [[semantic knowledge]] of [[Wikipedia]] has proved to be useful for many tasks, for example, [[named entity]] disambiguation. Among these applications, the task of identifying the word sense based on Wikipedia is a crucial component because the output of this component is often used in subsequent tasks. In this article, authors present a two-stage framework (called TSDW) for word sense disambiguation using knowledge latent in Wikipedia. The disambiguation of a given phrase is applied through a two-stage disambiguation process: (a) The first-stage disambiguation explores the contextual [[semantic information]], where the noisy information is pruned for better effectiveness and efficiency; and (b) the second-stage disambiguation explores the disambiguated phrases of high confidence from the first stage to achieve better redisambiguation decisions for the phrases that are difficult to disambiguate in the first stage. Moreover, existing studies have addressed the disambiguation problem for English text only. Considering the popular usage of Wikipedia in [[different language]]s, authors study the performance of TSDW and the existing state-of-the-art approaches over both English and Traditional Chinese articles. The experimental results show that TSDW generalizes well to different semantic [[relatedness]] [[measures]] and text in different languages. More important, TSDW significantly outperforms the state-of-the-art approaches with both better effectiveness and efficiency.

== Embed ==
=== Wikipedia Quality ===
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Li, Chenliang; Sun, Aixin; Datta, Anwitaman. (2013). "[[Tsdw: Two-Stage Word Sense Disambiguation Using Wikipedia]]". Association for Information Science & Technology. DOI: 10.1002/asi.22829. 
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=== English Wikipedia ===
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{{cite journal |last1=Li |first1=Chenliang |last2=Sun |first2=Aixin |last3=Datta |first3=Anwitaman |title=Tsdw: Two-Stage Word Sense Disambiguation Using Wikipedia |date=2013 |doi=10.1002/asi.22829 |url=https://wikipediaquality.com/wiki/Tsdw:_Two-Stage_Word_Sense_Disambiguation_Using_Wikipedia |journal=Association for Information Science & Technology}}
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=== HTML ===
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Li, Chenliang; Sun, Aixin; Datta, Anwitaman. (2013). &amp;quot;<a href="https://wikipediaquality.com/wiki/Tsdw:_Two-Stage_Word_Sense_Disambiguation_Using_Wikipedia">Tsdw: Two-Stage Word Sense Disambiguation Using Wikipedia</a>&amp;quot;. Association for Information Science & Technology. DOI: 10.1002/asi.22829. 
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[[Category:Scientific works]]
[[Category:English Wikipedia]]
[[Category:Chinese Wikipedia]]