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
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