Annotation and extraction of multiword expressions in Turkish treebanks

Gülşen Eryiǧit; Kübra Adalı; Dilara Torunoglu-Selamet; Umut Sulubacak; Tugba Pamay

Annotation and extraction of multiword expressions in Turkish treebanks

Gülşen Eryiǧit, Kübra Adalı, Dilara Torunoglu-Selamet, Umut Sulubacak, Tugba Pamay

Yapay Zeka ve Veri Mühendisliği Bölümü

Istanbul Technical University

Araştırma sonucu: ???type-name??? › Konferans katkısı › bilirkişi

8 Atıf (Scopus)

Özet

Multiword expressions (MWEs) present particular and distinctive semantic properties, hence their automatic extraction receives special attention from the natural language processing (NLP) and corpus linguistics community, and is still an active research area. Unfortunately, the creation of necessary resources for this task is quite rigorous and many languages suffer from the lack of these; as in the case for Turkish. This study presents our MWE annotations on recently introduced Turkish Treebanks, which focuses on annotating various types of linguistic units and expressions, including named entities, numerical expressions, idiomatic phrases, verb phrases with auxiliaries and duplications. The paper aims to provide a benchmark and pave the way towards further MWE extraction research for Turkish. To this end, the paper also introduces our experimental results with seven baseline approaches, a dependency parser and a previously introduced rule-based extractor on these annotated corpora. Our highest performances achieved over these resources are about 60% F-scores.

Orijinal dil	İngilizce
Ana bilgisayar yayını başlığı	11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics
Ana bilgisayar yayını alt yazısı	Human Language Technologies, NAACL-HLT 2015
Yayınlayan	Association for Computational Linguistics (ACL)
Sayfalar	70-76
Sayfa sayısı	7
ISBN (Elektronik)	9781941643389
Yayın durumu	Yayınlandı - 2015
Etkinlik	11th Workshop on Multiword Expressions, MWE 2015 - Denver, United States Süre: 4 Haz 2015 → …

Yayın serisi

Adı	11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???	11th Workshop on Multiword Expressions, MWE 2015
Ülke/Bölge	United States
Şehir	Denver
Periyot	4/06/15 → …

Bibliyografik not

Publisher Copyright:
© NAACL-HLT 2015.All right reserved.

Finansman

We would like to acknowledge that this work is part of a research project entitled “Parsing Web 2.0 Sentences” subsidized by the TUBITAK (Turkish Scientific and Technological Research Council) 1001 program (grant number 112E276) and part of the ICT COST Action IC1207 PARSEME (PARSing and Multi-word Expressions).

Finansörler	Finansör numarası
TUBITAK
Turkish Scientific and Technological Research Council	112E276
European Cooperation in Science and Technology

Diğer Dosyalar ve Linkler

Link to publication in Scopus

Alıntı Yap

Eryiǧit, G., Adalı, K., Torunoglu-Selamet, D., Sulubacak, U., & Pamay, T. (2015). Annotation and extraction of multiword expressions in Turkish treebanks. In 11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015 (pp. 70-76). (11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015). Association for Computational Linguistics (ACL).

Eryiǧit, Gülşen ; Adalı, Kübra ; Torunoglu-Selamet, Dilara et al. / Annotation and extraction of multiword expressions in Turkish treebanks. 11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015. Association for Computational Linguistics (ACL), 2015. pp. 70-76 (11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015).

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title = "Annotation and extraction of multiword expressions in Turkish treebanks",

abstract = "Multiword expressions (MWEs) present particular and distinctive semantic properties, hence their automatic extraction receives special attention from the natural language processing (NLP) and corpus linguistics community, and is still an active research area. Unfortunately, the creation of necessary resources for this task is quite rigorous and many languages suffer from the lack of these; as in the case for Turkish. This study presents our MWE annotations on recently introduced Turkish Treebanks, which focuses on annotating various types of linguistic units and expressions, including named entities, numerical expressions, idiomatic phrases, verb phrases with auxiliaries and duplications. The paper aims to provide a benchmark and pave the way towards further MWE extraction research for Turkish. To this end, the paper also introduces our experimental results with seven baseline approaches, a dependency parser and a previously introduced rule-based extractor on these annotated corpora. Our highest performances achieved over these resources are about 60% F-scores.",

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Eryiǧit, G, Adalı, K, Torunoglu-Selamet, D, Sulubacak, U & Pamay, T 2015, Annotation and extraction of multiword expressions in Turkish treebanks. in 11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015. 11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015, Association for Computational Linguistics (ACL), pp. 70-76, 11th Workshop on Multiword Expressions, MWE 2015, Denver, United States, 4/06/15.

Annotation and extraction of multiword expressions in Turkish treebanks. / Eryiǧit, Gülşen; Adalı, Kübra; Torunoglu-Selamet, Dilara et al.
11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015. Association for Computational Linguistics (ACL), 2015. p. 70-76 (11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015).

Araştırma sonucu: ???type-name??? › Konferans katkısı › bilirkişi

TY - GEN

T1 - Annotation and extraction of multiword expressions in Turkish treebanks

AU - Eryiǧit, Gülşen

AU - Adalı, Kübra

AU - Torunoglu-Selamet, Dilara

AU - Sulubacak, Umut

AU - Pamay, Tugba

PY - 2015

Y1 - 2015

N2 - Multiword expressions (MWEs) present particular and distinctive semantic properties, hence their automatic extraction receives special attention from the natural language processing (NLP) and corpus linguistics community, and is still an active research area. Unfortunately, the creation of necessary resources for this task is quite rigorous and many languages suffer from the lack of these; as in the case for Turkish. This study presents our MWE annotations on recently introduced Turkish Treebanks, which focuses on annotating various types of linguistic units and expressions, including named entities, numerical expressions, idiomatic phrases, verb phrases with auxiliaries and duplications. The paper aims to provide a benchmark and pave the way towards further MWE extraction research for Turkish. To this end, the paper also introduces our experimental results with seven baseline approaches, a dependency parser and a previously introduced rule-based extractor on these annotated corpora. Our highest performances achieved over these resources are about 60% F-scores.

AB - Multiword expressions (MWEs) present particular and distinctive semantic properties, hence their automatic extraction receives special attention from the natural language processing (NLP) and corpus linguistics community, and is still an active research area. Unfortunately, the creation of necessary resources for this task is quite rigorous and many languages suffer from the lack of these; as in the case for Turkish. This study presents our MWE annotations on recently introduced Turkish Treebanks, which focuses on annotating various types of linguistic units and expressions, including named entities, numerical expressions, idiomatic phrases, verb phrases with auxiliaries and duplications. The paper aims to provide a benchmark and pave the way towards further MWE extraction research for Turkish. To this end, the paper also introduces our experimental results with seven baseline approaches, a dependency parser and a previously introduced rule-based extractor on these annotated corpora. Our highest performances achieved over these resources are about 60% F-scores.

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M3 - Conference contribution

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T3 - 11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015

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EP - 76

BT - 11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics

PB - Association for Computational Linguistics (ACL)

T2 - 11th Workshop on Multiword Expressions, MWE 2015

Y2 - 4 June 2015

ER -

Eryiǧit G, Adalı K, Torunoglu-Selamet D, Sulubacak U, Pamay T. Annotation and extraction of multiword expressions in Turkish treebanks. In 11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015. Association for Computational Linguistics (ACL). 2015. p. 70-76. (11th Workshop on Multiword Expressions, MWE 2015 - in conjunction with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015).

Annotation and extraction of multiword expressions in Turkish treebanks

Özet

Yayın serisi

???event.eventtypes.event.conference???

Bibliyografik not

Finansman

Diğer Dosyalar ve Linkler

Parmak izi

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