Difference between revisions of "Automatic Content-Based Categorization of Wikipedia Articles"
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== Overview == | == Overview == | ||
Wikipedia's article contents and its category hierarchy are widely used to produce semantic resources which improve performance on tasks like text classification and keyword extraction. The reverse -- using text classification methods for predicting the [[categories]] of [[Wikipedia]] articles -- has attracted less attention so far. Authors propose to "return the favor" and use text classifiers to improve Wikipedia. This could support the emergence of a virtuous circle between the wisdom of the crowds and machine learning/NLP methods. | Wikipedia's article contents and its category hierarchy are widely used to produce semantic resources which improve performance on tasks like text classification and keyword extraction. The reverse -- using text classification methods for predicting the [[categories]] of [[Wikipedia]] articles -- has attracted less attention so far. Authors propose to "return the favor" and use text classifiers to improve Wikipedia. This could support the emergence of a virtuous circle between the wisdom of the crowds and machine learning/NLP methods. | ||
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| + | == Embed == | ||
| + | === Wikipedia Quality === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Gantner, Zeno; Schmidt-Thieme, Lars. (2009). "[[Automatic Content-Based Categorization of Wikipedia Articles]]". Association for Computational Linguistics. DOI: 10.3115/1699765.1699770. | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === English Wikipedia === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | {{cite journal |last1=Gantner |first1=Zeno |last2=Schmidt-Thieme |first2=Lars |title=Automatic Content-Based Categorization of Wikipedia Articles |date=2009 |doi=10.3115/1699765.1699770 |url=https://wikipediaquality.com/wiki/Automatic_Content-Based_Categorization_of_Wikipedia_Articles |journal=Association for Computational Linguistics}} | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === HTML === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Gantner, Zeno; Schmidt-Thieme, Lars. (2009). &quot;<a href="https://wikipediaquality.com/wiki/Automatic_Content-Based_Categorization_of_Wikipedia_Articles">Automatic Content-Based Categorization of Wikipedia Articles</a>&quot;. Association for Computational Linguistics. DOI: 10.3115/1699765.1699770. | ||
| + | </nowiki> | ||
| + | </code> | ||
Revision as of 22:42, 10 March 2021
Authors | Zeno Gantner Lars Schmidt-Thieme |
|---|---|
Publication date | 2009 |
DOI | 10.3115/1699765.1699770 |
Links | Original Preprint |
Automatic Content-Based Categorization of Wikipedia Articles - scientific work related to Wikipedia quality published in 2009, written by Zeno Gantner and Lars Schmidt-Thieme.
Overview
Wikipedia's article contents and its category hierarchy are widely used to produce semantic resources which improve performance on tasks like text classification and keyword extraction. The reverse -- using text classification methods for predicting the categories of Wikipedia articles -- has attracted less attention so far. Authors propose to "return the favor" and use text classifiers to improve Wikipedia. This could support the emergence of a virtuous circle between the wisdom of the crowds and machine learning/NLP methods.
Embed
Wikipedia Quality
Gantner, Zeno; Schmidt-Thieme, Lars. (2009). "[[Automatic Content-Based Categorization of Wikipedia Articles]]". Association for Computational Linguistics. DOI: 10.3115/1699765.1699770.
English Wikipedia
{{cite journal |last1=Gantner |first1=Zeno |last2=Schmidt-Thieme |first2=Lars |title=Automatic Content-Based Categorization of Wikipedia Articles |date=2009 |doi=10.3115/1699765.1699770 |url=https://wikipediaquality.com/wiki/Automatic_Content-Based_Categorization_of_Wikipedia_Articles |journal=Association for Computational Linguistics}}
HTML
Gantner, Zeno; Schmidt-Thieme, Lars. (2009). "<a href="https://wikipediaquality.com/wiki/Automatic_Content-Based_Categorization_of_Wikipedia_Articles">Automatic Content-Based Categorization of Wikipedia Articles</a>". Association for Computational Linguistics. DOI: 10.3115/1699765.1699770.
