Pregled bibliografske jedinice broj: 782234
Resolving Entity Coreference in Croatian with a Constrained Mention-Pair Model
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. ; Tanev, H. ; Yangarber, R. (ur.).
Hisarya: Incoma Ltd., 2015. str. 17-23 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
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Naslov
Resolving Entity Coreference in Croatian with a Constrained Mention-Pair Model
Autori
Glavaš, Goran ; Šnajder, Jan
Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni
Izvornik
Proceedings of the 5th Workshop on Balto-Slavic Natural Language Processing
/ Piskorski, J. ; Pivovarova, L. ; Šnajder, J. ; Tanev, H. ; Yangarber, R. - Hisarya : Incoma Ltd., 2015, 17-23
ISBN
978-954-452-033-5
Skup
5th Workshop on Balto-Slavic Natural Language Processing associated with the 10th International Conference on Recent Advances in Natural Language Processing (RANLP 2015)
Mjesto i datum
Hisar, Bugarska, 10.09.2015. - 11.09.2015
Vrsta sudjelovanja
Predavanje
Vrsta recenzije
Međunarodna recenzija
Ključne riječi
coreference resolution; global optimization; Croatian language
Sažetak
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.
Izvorni jezik
Engleski
Znanstvena područja
Računarstvo
POVEZANOST RADA
Projekti:
036-1300646-1986 - Otkrivanje znanja u tekstnim podacima (Dalbelo-Bašić, Bojana, MZO ) ( CroRIS)
Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb