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CroNER: A State-of-the-Art Named Entity Recognition and Classification for Croatian (CROSBI ID 590907)

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

Glavaš, Goran ; Karan, Mladen ; Šarić, Frane ; Šnajder, Jan ; Mijić, Jure ; Šilić, Artur ; Dalbelo Bašić, Bojana CroNER: A State-of-the-Art Named Entity Recognition and Classification for Croatian // Proceedings of the Eighth Language Technologies Conference / Erjavec, Tomaž ; Žganec Gros, Jerneja (ur.). Ljubljana, 2012. str. 73-78

Podaci o odgovornosti

Glavaš, Goran ; Karan, Mladen ; Šarić, Frane ; Šnajder, Jan ; Mijić, Jure ; Šilić, Artur ; Dalbelo Bašić, Bojana

engleski

CroNER: A State-of-the-Art Named Entity Recognition and Classification for Croatian

In this paper we present CroNER, a named entity recognition and classification system for Croatian language based on supervised sequence labeling with conditional random fields (CRF). We use a rich set of lexical and gazetteer- based features and different methods for enforcing document-level label consistency. Extensive evaluation shows that our method achieves state-of-the-art results (MUC F1 90.73%, Exact F1 87.42%) when compared to existing NERC systems for Croatian and other Slavic languages.

Named Entities ; Extraction ; Classification

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Podaci o prilogu

73-78.

2012.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of the Eighth Language Technologies Conference

Erjavec, Tomaž ; Žganec Gros, Jerneja

Ljubljana:

1581-9973

Podaci o skupu

Information Society 2012 - Eighth Language Technologies Conference

predavanje

08.10.2012-09.10.2012

Ljubljana, Slovenija

Povezanost rada

Računarstvo