Wikiwrite: Generating Wikipedia Articles Automatically
Authors | Siddhartha Banerjee Prasenjit Mitra |
|---|---|
Publication date | 2016 |
Links | Original |
Wikiwrite: Generating Wikipedia Articles Automatically - scientific work related to Wikipedia quality published in 2016, written by Siddhartha Banerjee and Prasenjit Mitra.
Overview
The growth of Wikipedia, limited by the availability of knowledgeable authors, cannot keep pace with the ever increasing requirements and demands of the readers. In this work, authors propose Wiki-Write, a system capable of generating content for new Wikipedia articles automatically. First, technique obtains feature representations of entities on Wikipedia. Authors adapt an existing work on document embeddings to obtain vector representations of words and paragraphs. Using the representations, authors identify articles that are very similar to the new entity on Wikipedia. Authors train machine learning classifiers using content from the similar articles to assign web retrieved content on the new entity into relevant sections in the Wikipedia article. Second, authors propose a novel abstractive summarization technique that uses a two-step integer-linear programming (ILP) model to synthesize the assigned content in each section and rewrite the content to produce a well-formed informative summary. Authors experiments show that technique is able to reconstruct existing articles in Wikipedia with high accuracies. Authors also create several articles using approach in the English Wikipedia, most of which have been retained in the online encyclopedia.
Embed
Wikipedia Quality
Banerjee, Siddhartha; Mitra, Prasenjit. (2016). "[[Wikiwrite: Generating Wikipedia Articles Automatically]]". AAAI Press.
English Wikipedia
{{cite journal |last1=Banerjee |first1=Siddhartha |last2=Mitra |first2=Prasenjit |title=Wikiwrite: Generating Wikipedia Articles Automatically |date=2016 |url=https://wikipediaquality.com/wiki/Wikiwrite:_Generating_Wikipedia_Articles_Automatically |journal=AAAI Press}}
HTML
Banerjee, Siddhartha; Mitra, Prasenjit. (2016). "<a href="https://wikipediaquality.com/wiki/Wikiwrite:_Generating_Wikipedia_Articles_Automatically">Wikiwrite: Generating Wikipedia Articles Automatically</a>". AAAI Press.
