What sentence are you referring to and why? Identifying cited sentences in scientific literature

AbuRa'ed, Ahmed Ghassan Tawfiq; Chiruzzo, Luis; Saggion, Horacio

doi:http://dx.doi.org/10.26615/978-954-452-049-6_002

What sentence are you referring to and why? Identifying cited sentences in scientific literature

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Citation

Abura'ed A, Chiruzzo L, Saggion H. What sentence are you referring to and why? Identifying cited sentences in scientific literature. In: RANLP 2017. International Conference Recent Advances in Natural Language Processing; 2017 Sep 2-8; Varna, Bulgaria. [Stroudsburg (PA)]: ACL; 2017. p. 9-17. DOI: 10.26615/978-954-452-049-6_002

Abstract

In the current context of scientific information overload, text mining tools are of paramount importance for researchers who have to read scientific papers and assess their value. Current citation networks, which link papers by citation relationships (reference and citing paper), are useful to quantitatively understand the value of a piece of scientific work, however they are limited in that they do not provide information about what specific part of the reference paper the citing paper is referring to. This qualitative information is very important, for example, in the context of current community-based scientific summarization activities. In this paper, and relying on an annotated dataset of co-citation sentences, we carry out a number of experiments aimed at, given a citation sentence, automatically identify a part of a reference paper being cited. Additionally our algorithm predicts the specific reason why such reference sentence has been cited out of five possible reasons.

Description

Comunicació presentada a la International Conference Recent Advances in Natural Language Processing (RANLP 2017), celebrada els dies 2 a 8 de setembre de 2017 a Varna, Bulgària.