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Resolving Entity Coreference in Croatian with a Constrained Mention-Pair Model (CROSBI ID 628567)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Glavaš, Goran ; Šnajder, Jan Resolving Entity Coreference in Croatian with a Constrained Mention-Pair Model // Proceedings of the 5th Workshop on Balto-Slavic Natural Language Processing / Piskorski, J. ; Pivovarova, L. ; Šnajder, J. et al. (ur.). Hisarya: Incoma Ltd., 2015. str. 17-23

Podaci o odgovornosti

Glavaš, Goran ; Šnajder, Jan

engleski

Resolving Entity Coreference in Croatian with a Constrained Mention-Pair Model

Being able to identify that different mentions refer to the same entity is beneficial for applications such as question answering and text summarization. In this paper, we propose the first model for entity coreference resolution for Croatian. We enforce transitivity constraints with integer linear programming on top of pairwise decisions produced by the supervised mention-pair model. Experimental results show that the proposed model significantly outperforms two different rule-based baselines, reaching performance of 74.4% MUC score and 77.6% B3 score.

coreference resolution; global optimization; Croatian language

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Podaci o prilogu

17-23.

2015.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of the 5th Workshop on Balto-Slavic Natural Language Processing

Piskorski, J. ; Pivovarova, L. ; Šnajder, J. ; Tanev, H. ; Yangarber, R.

Hisarya: Incoma Ltd.

978-954-452-033-5

Podaci o skupu

5th Workshop on Balto-Slavic Natural Language Processing associated with the 10th International Conference on Recent Advances in Natural Language Processing (RANLP 2015)

predavanje

10.09.2015-11.09.2015

Hisar, Bugarska

Povezanost rada

Računarstvo