Chunking in Turkish with conditional random fields

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Tarih

2015-04-14

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Yayıncı

Springer-Verlag

Erişim Hakkı

info:eu-repo/semantics/closedAccess

Araştırma projeleri

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Özet

In this paper, we report our work on chunking in Turkish. We used the data that we generated by manually translating a subset of the Penn Treebank. We exploited the already available tags in the trees to automatically identify and label chunks in their Turkish translations. We used conditional random fields (CRF) to train a model over the annotated data. We report our results on different levels of chunk resolution.

Açıklama

Anahtar Kelimeler

Computer Science, Artificial Intelligence, Information Systems, Theory & Methods, Robotics, Speech, Natural language processing systems, Part-of-speech tagging, Computational linguistics, Forestry, Linguistics, Text processing, Translation (languages), Conditional random field, Treebanks, Turkishs, Random processes

Kaynak

Lecture Notes in Computer Science

WoS Q Değeri

Q4

Scopus Q Değeri

Q3

Cilt

9041

Sayı

Künye

Yıldız, O. T., Solak, E., Ehsani, R. & Görgün, O. (2015). Chunking in turkish with conditional random fields. Paper presented at the Lecture Notes in Computer Science, 9041, 173-184. doi:10.1007/978-3-319-18111-0_14