Wikifying Novel Words to Mixtures of Wikipedia Senses by Structured Sparse Coding

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Wikifying Novel Words to Mixtures of Wikipedia Senses by Structured Sparse Coding
Authors
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[[]]
Publication date
2015
DOI
10.1007/978-3-319-12610-4_15
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Original Preprint

Wikifying Novel Words to Mixtures of Wikipedia Senses by Structured Sparse Coding - scientific work related to Wikipedia quality published in 2015, written by [[]].

Overview

Authors extend the scope of Wikification to novel words by relaxing two premises of Wikification: (i) authors wikify without using the surface form of the word (ii) to a mixture of Wikipedia senses instead of a single sense. Authors identify two types of “novel” words: words where the connection between their surface form and their meaning is broken (e.g., a misspelled word), and words where there is no meaning to connect to—the meaning itself is also novel. Authors propose a method capable of wikifying both types of novel words while also dealing with the inherently large-scale disambiguation problem. Authors show that the method can disambiguate between up to 1,000 Wikipedia senses, and it can explain words with novel meaning as a mixture of other, possibly related senses. This mixture representation compares favorably to the widely used bag of words representation.

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Wikipedia Quality

. (2015). "[[Wikifying Novel Words to Mixtures of Wikipedia Senses by Structured Sparse Coding]]". Springer, Cham. DOI: 10.1007/978-3-319-12610-4_15.

English Wikipedia

{{cite journal |last1= |title=Wikifying Novel Words to Mixtures of Wikipedia Senses by Structured Sparse Coding |date=2015 |doi=10.1007/978-3-319-12610-4_15 |url=https://wikipediaquality.com/wiki/Wikifying_Novel_Words_to_Mixtures_of_Wikipedia_Senses_by_Structured_Sparse_Coding |journal=Springer, Cham}}

HTML

. (2015). &quot;<a href="https://wikipediaquality.com/wiki/Wikifying_Novel_Words_to_Mixtures_of_Wikipedia_Senses_by_Structured_Sparse_Coding">Wikifying Novel Words to Mixtures of Wikipedia Senses by Structured Sparse Coding</a>&quot;. Springer, Cham. DOI: 10.1007/978-3-319-12610-4_15.