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Automatic classification of citation function (2006)

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by Simone Teufel , Advaith Siddharthan , Dan Tidhar
Venue:In Proc. of EMNLP-06
Citations:57 - 7 self
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BibTeX

@INPROCEEDINGS{Teufel06automaticclassification,
    author = {Simone Teufel and Advaith Siddharthan and Dan Tidhar},
    title = {Automatic classification of citation function},
    booktitle = {In Proc. of EMNLP-06},
    year = {2006}
}

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Abstract

Citation function is defined as the author’s reason for citing a given paper (e.g. acknowledgement of the use of the cited method). The automatic recognition of the rhetorical function of citations in scientific text has many applications, from improvement of impact factor calculations to text summarisation and more informative citation indexers. We show that our annotation scheme for citation function is reliable, and present a supervised machine learning framework to automatically classify citation function, using both shallow and linguistically-inspired features. We find, amongst other things, a strong relationship between citation function and sentiment classification. 1

Keyphrases

citation function    automatic classification    impact factor calculation    informative citation indexer    cited method    many application    linguistically-inspired feature    strong relationship    scientific text    automatic recognition    supervised machine    annotation scheme    rhetorical function    sentiment classification   

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