Difference between revisions of "Wikikreator: Improving Wikipedia Stubs Automatically"
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== Overview == | == Overview == | ||
Stubs on [[Wikipedia]] often lack comprehensive information. The huge cost of editing Wikipedia and the presence of only a limited number of active contributors curb the consistent growth of Wikipedia. In this work, authors present WikiKreator, a system that is capable of generating content automatically to improve existing stubs on Wikipedia. The system has two components. First, a text classifier built using topic distribution vectors is used to assign content from the web to various sections on a Wikipedia article. Second, authors propose a novel abstractive summarization technique based on an optimization framework that generates section-specific summaries for Wikipedia stubs. Experiments show that WikiKreator is capable of generating well-formed informative content. Further, automatically generated content from system have been appended to Wikipedia stubs and the content has been retained successfully proving the effectiveness of approach. | Stubs on [[Wikipedia]] often lack comprehensive information. The huge cost of editing Wikipedia and the presence of only a limited number of active contributors curb the consistent growth of Wikipedia. In this work, authors present WikiKreator, a system that is capable of generating content automatically to improve existing stubs on Wikipedia. The system has two components. First, a text classifier built using topic distribution vectors is used to assign content from the web to various sections on a Wikipedia article. Second, authors propose a novel abstractive summarization technique based on an optimization framework that generates section-specific summaries for Wikipedia stubs. Experiments show that WikiKreator is capable of generating well-formed informative content. Further, automatically generated content from system have been appended to Wikipedia stubs and the content has been retained successfully proving the effectiveness of approach. | ||
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| + | == Embed == | ||
| + | === Wikipedia Quality === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Banerjee, Siddhartha; Mitra, Prasenjit. (2015). "[[Wikikreator: Improving Wikipedia Stubs Automatically]]". Association for Computational Linguistics (ACL). DOI: 10.3115/v1/P15-1084. | ||
| + | </nowiki> | ||
| + | </code> | ||
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| + | === English Wikipedia === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | {{cite journal |last1=Banerjee |first1=Siddhartha |last2=Mitra |first2=Prasenjit |title=Wikikreator: Improving Wikipedia Stubs Automatically |date=2015 |doi=10.3115/v1/P15-1084 |url=https://wikipediaquality.com/wiki/Wikikreator:_Improving_Wikipedia_Stubs_Automatically |journal=Association for Computational Linguistics (ACL)}} | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === HTML === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Banerjee, Siddhartha; Mitra, Prasenjit. (2015). &quot;<a href="https://wikipediaquality.com/wiki/Wikikreator:_Improving_Wikipedia_Stubs_Automatically">Wikikreator: Improving Wikipedia Stubs Automatically</a>&quot;. Association for Computational Linguistics (ACL). DOI: 10.3115/v1/P15-1084. | ||
| + | </nowiki> | ||
| + | </code> | ||
Revision as of 13:16, 2 November 2019
Authors | Siddhartha Banerjee Prasenjit Mitra |
|---|---|
Publication date | 2015 |
DOI | 10.3115/v1/P15-1084 |
Links | Original |
Wikikreator: Improving Wikipedia Stubs Automatically - scientific work related to Wikipedia quality published in 2015, written by Siddhartha Banerjee and Prasenjit Mitra.
Overview
Stubs on Wikipedia often lack comprehensive information. The huge cost of editing Wikipedia and the presence of only a limited number of active contributors curb the consistent growth of Wikipedia. In this work, authors present WikiKreator, a system that is capable of generating content automatically to improve existing stubs on Wikipedia. The system has two components. First, a text classifier built using topic distribution vectors is used to assign content from the web to various sections on a Wikipedia article. Second, authors propose a novel abstractive summarization technique based on an optimization framework that generates section-specific summaries for Wikipedia stubs. Experiments show that WikiKreator is capable of generating well-formed informative content. Further, automatically generated content from system have been appended to Wikipedia stubs and the content has been retained successfully proving the effectiveness of approach.
Embed
Wikipedia Quality
Banerjee, Siddhartha; Mitra, Prasenjit. (2015). "[[Wikikreator: Improving Wikipedia Stubs Automatically]]". Association for Computational Linguistics (ACL). DOI: 10.3115/v1/P15-1084.
English Wikipedia
{{cite journal |last1=Banerjee |first1=Siddhartha |last2=Mitra |first2=Prasenjit |title=Wikikreator: Improving Wikipedia Stubs Automatically |date=2015 |doi=10.3115/v1/P15-1084 |url=https://wikipediaquality.com/wiki/Wikikreator:_Improving_Wikipedia_Stubs_Automatically |journal=Association for Computational Linguistics (ACL)}}
HTML
Banerjee, Siddhartha; Mitra, Prasenjit. (2015). "<a href="https://wikipediaquality.com/wiki/Wikikreator:_Improving_Wikipedia_Stubs_Automatically">Wikikreator: Improving Wikipedia Stubs Automatically</a>". Association for Computational Linguistics (ACL). DOI: 10.3115/v1/P15-1084.
