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Incorporating Context and External Knowledge for Pronoun Coreference Resolution

2019-05-24NAACL 2019Code Available0· sign in to hype

Hongming Zhang, Yan Song, Yangqiu Song

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Abstract

Linking pronominal expressions to the correct references requires, in many cases, better analysis of the contextual information and external knowledge. In this paper, we propose a two-layer model for pronoun coreference resolution that leverages both context and external knowledge, where a knowledge attention mechanism is designed to ensure the model leveraging the appropriate source of external knowledge based on different context. Experimental results demonstrate the validity and effectiveness of our model, where it outperforms state-of-the-art models by a large margin.

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