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Improved Local Citation Recommendation Based on Context Enhanced with Global Information

Zoran Medic,J. Šnajder

2020 · DOI: 10.18653/v1/2020.sdp-1.11
23 Citations

TLDR

This work proposes enhancing context representation with global information by citing article’s title and abstract into context representation and demonstrates improvements with globally-enhanced context representations when citation contexts are smaller.

Abstract

Local citation recommendation aims at finding articles relevant for given citation context. While most previous approaches represent context using solely text surrounding the citation, we propose enhancing context representation with global information. Specifically, we include citing article’s title and abstract into context representation. We evaluate our model on datasets with different citation context sizes and demonstrate improvements with globally-enhanced context representations when citation contexts are smaller.