View source for Got You!: Automatic Vandalism Detection in Wikipedia with Web-Based Shallow Syntactic-Semantic Modeling

{{Infobox work
| title = Got You!: Automatic Vandalism Detection in Wikipedia with Web-Based Shallow Syntactic-Semantic Modeling
| date = 2010
| authors = [[William Yang Wang]]<br />[[Kathleen R. McKeown]]
| doi = 10.7916/D8KP89J4
| link = http://dl.acm.org/citation.cfm?id=1873781.1873910
}}
'''Got You!: Automatic Vandalism Detection in Wikipedia with Web-Based Shallow Syntactic-Semantic Modeling''' - scientific work related to [[Wikipedia quality]] published in 2010, written by [[William Yang Wang]] and [[Kathleen R. McKeown]].

== Overview ==
Discriminating vandalism edits from non-vandalism edits in [[Wikipedia]] is a challenging task, as ill-intentioned edits can include a variety of content and be expressed in many different forms and styles. Previous studies are limited to rule-based methods and learning based on lexical [[features]], lacking in linguistic analysis. In this paper, authors propose a novel Web-based shallow syntactic-semantic modeling method, which utilizes Web search results as resource and trains topic-specific n-tag and syntactic n-gram language models to detect vandalism. By combining basic task-specific and lexical features, authors have achieved high F-[[measures]] using logistic boosting and logistic model trees classifiers, surpassing the results reported by major Wikipedia vandalism detection systems.

== Embed ==
=== Wikipedia Quality ===
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Wang, William Yang; McKeown, Kathleen R.. (2010). "[[Got You!: Automatic Vandalism Detection in Wikipedia with Web-Based Shallow Syntactic-Semantic Modeling]]". Association for Computational Linguistics. DOI: 10.7916/D8KP89J4. 
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=== English Wikipedia ===
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{{cite journal |last1=Wang |first1=William Yang |last2=McKeown |first2=Kathleen R. |title=Got You!: Automatic Vandalism Detection in Wikipedia with Web-Based Shallow Syntactic-Semantic Modeling |date=2010 |doi=10.7916/D8KP89J4 |url=https://wikipediaquality.com/wiki/Got_You!:_Automatic_Vandalism_Detection_in_Wikipedia_with_Web-Based_Shallow_Syntactic-Semantic_Modeling |journal=Association for Computational Linguistics}}
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=== HTML ===
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Wang, William Yang; McKeown, Kathleen R.. (2010). &amp;quot;<a href="https://wikipediaquality.com/wiki/Got_You!:_Automatic_Vandalism_Detection_in_Wikipedia_with_Web-Based_Shallow_Syntactic-Semantic_Modeling">Got You!: Automatic Vandalism Detection in Wikipedia with Web-Based Shallow Syntactic-Semantic Modeling</a>&amp;quot;. Association for Computational Linguistics. DOI: 10.7916/D8KP89J4. 
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[[Category:Scientific works]]