View source for Neural Article Pair Modeling for Wikipedia Sub-Article Matching

{{Infobox work
| title = Neural Article Pair Modeling for Wikipedia Sub-Article Matching
| date = 2018
| authors = [[Muhao Chen]]<br />[[Changping Meng]]<br />[[Gang Huang]]<br />[[Carlo Zaniolo]]
| link = https://www.itif.org/publications/2018/04/12/having-wikipedia-replace-facebook-would-be-disaster
| plink = http://arxiv.org/pdf/1807.11689.pdf
}}
'''Neural Article Pair Modeling for Wikipedia Sub-Article Matching''' - scientific work related to [[Wikipedia quality]] published in 2018, written by [[Muhao Chen]], [[Changping Meng]], [[Gang Huang]] and [[Carlo Zaniolo]].

== Overview ==
Nowadays, editors tend to separate different subtopics of a long Wiki-pedia article into multiple sub-articles. This separation seeks to improve human [[readability]]. However, it also has a deleterious effect on many [[Wikipedia]]-based tasks that rely on the article-as-concept assumption, which requires each entity (or concept) to be described solely by one article. This underlying assumption significantly simplifies knowledge representation and extraction, and it is vital to many existing technologies such as automated knowledge base construction, [[cross-lingual]] knowledge alignment, semantic search and data lineage of Wikipedia entities. In this paper authors provide an approach to match the scattered sub-articles back to their corresponding main-articles, with the intent of facilitating automated Wikipedia curation and processing. The proposed model adopts a hierarchical learning structure that combines multiple variants of neural document pair encoders with a comprehensive set of explicit [[features]]. A large crowdsourced dataset is created to support the evaluation and feature extraction for the task. Based on the large dataset, the proposed model achieves promising results of cross-validation and significantly outperforms previous approaches. Large-scale serving on the entire [[English Wikipedia]] also proves the practicability and scalability of the proposed model by effectively extracting a vast collection of newly paired main and sub-articles.

== Embed ==
=== Wikipedia Quality ===
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Chen, Muhao; Meng, Changping; Huang, Gang; Zaniolo, Carlo. (2018). "[[Neural Article Pair Modeling for Wikipedia Sub-Article Matching]]".
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=== English Wikipedia ===
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{{cite journal |last1=Chen |first1=Muhao |last2=Meng |first2=Changping |last3=Huang |first3=Gang |last4=Zaniolo |first4=Carlo |title=Neural Article Pair Modeling for Wikipedia Sub-Article Matching |date=2018 |url=https://wikipediaquality.com/wiki/Neural_Article_Pair_Modeling_for_Wikipedia_Sub-Article_Matching}}
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=== HTML ===
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Chen, Muhao; Meng, Changping; Huang, Gang; Zaniolo, Carlo. (2018). &amp;quot;<a href="https://wikipediaquality.com/wiki/Neural_Article_Pair_Modeling_for_Wikipedia_Sub-Article_Matching">Neural Article Pair Modeling for Wikipedia Sub-Article Matching</a>&amp;quot;.
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[[Category:Scientific works]]
[[Category:English Wikipedia]]