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Russian prepositional phrase semantic labelling with word embedding-based classifier. / Gudkov, Vadim ; Golovina, Anastasia ; Mitrofanova, Olga ; Zakharov, Victor .

R. Piotrowski's Readings in Language Engineering and Applied Linguistics. PRLEAL-2019: Proceedings of the III International Conference. ed. / Andrey Ronzhin; Tatiana Noskova; Alexey Karpov. RWTH Aahen University, 2020. p. 272-284 (CEUR Workshop Proceedings; Vol. 2552).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Harvard

Gudkov, V, Golovina, A, Mitrofanova, O & Zakharov, V 2020, Russian prepositional phrase semantic labelling with word embedding-based classifier. in A Ronzhin, T Noskova & A Karpov (eds), R. Piotrowski's Readings in Language Engineering and Applied Linguistics. PRLEAL-2019: Proceedings of the III International Conference. CEUR Workshop Proceedings, vol. 2552, RWTH Aahen University, pp. 272-284, 3rd International Conference on R. Piotrowski's Readings in Language Engineering and Applied Linguistics, PRLEAL 2019, Saint Petersburg, Russian Federation, 27/11/19.

APA

Gudkov, V., Golovina, A., Mitrofanova, O., & Zakharov, V. (2020). Russian prepositional phrase semantic labelling with word embedding-based classifier. In A. Ronzhin, T. Noskova, & A. Karpov (Eds.), R. Piotrowski's Readings in Language Engineering and Applied Linguistics. PRLEAL-2019: Proceedings of the III International Conference (pp. 272-284). (CEUR Workshop Proceedings; Vol. 2552). RWTH Aahen University.

Vancouver

Gudkov V, Golovina A, Mitrofanova O, Zakharov V. Russian prepositional phrase semantic labelling with word embedding-based classifier. In Ronzhin A, Noskova T, Karpov A, editors, R. Piotrowski's Readings in Language Engineering and Applied Linguistics. PRLEAL-2019: Proceedings of the III International Conference. RWTH Aahen University. 2020. p. 272-284. (CEUR Workshop Proceedings).

Author

Gudkov, Vadim ; Golovina, Anastasia ; Mitrofanova, Olga ; Zakharov, Victor . / Russian prepositional phrase semantic labelling with word embedding-based classifier. R. Piotrowski's Readings in Language Engineering and Applied Linguistics. PRLEAL-2019: Proceedings of the III International Conference. editor / Andrey Ronzhin ; Tatiana Noskova ; Alexey Karpov. RWTH Aahen University, 2020. pp. 272-284 (CEUR Workshop Proceedings).

BibTeX

@inproceedings{a766bb39bd7847db831ab133705968d9,
title = "Russian prepositional phrase semantic labelling with word embedding-based classifier",
abstract = "This paper discusses experiments on automatic extraction, classification and semantic labelling of prepositional phrases in a Russian text corpus. Semantic description of prepositional phrases used in our study is based on G.A. Zolotova's simplified classification of minimal language entities. We present the experimental setup, explain the procedure of the training dataset development, describe the labelling techniques, and provide analysis of results. Our research shows that although semantic differences between some prepositional semantic classes are quite vague, it is possible to achieve promising classification results for core classes.",
keywords = "Prepositional phrases, Semantic labelling, Short text classification, Word embeddings",
author = "Vadim Gudkov and Anastasia Golovina and Olga Mitrofanova and Victor Zakharov",
year = "2020",
month = jan,
language = "English",
series = "CEUR Workshop Proceedings",
publisher = "RWTH Aahen University",
pages = "272--284",
editor = "Ronzhin, {Andrey } and Noskova, {Tatiana } and Karpov, {Alexey }",
booktitle = "R. Piotrowski's Readings in Language Engineering and Applied Linguistics. PRLEAL-2019",
address = "Germany",
note = "3rd International Conference on R. Piotrowski's Readings in Language Engineering and Applied Linguistics, PRLEAL 2019 ; Conference date: 27-11-2019",

}

RIS

TY - GEN

T1 - Russian prepositional phrase semantic labelling with word embedding-based classifier

AU - Gudkov, Vadim

AU - Golovina, Anastasia

AU - Mitrofanova, Olga

AU - Zakharov, Victor

PY - 2020/1

Y1 - 2020/1

N2 - This paper discusses experiments on automatic extraction, classification and semantic labelling of prepositional phrases in a Russian text corpus. Semantic description of prepositional phrases used in our study is based on G.A. Zolotova's simplified classification of minimal language entities. We present the experimental setup, explain the procedure of the training dataset development, describe the labelling techniques, and provide analysis of results. Our research shows that although semantic differences between some prepositional semantic classes are quite vague, it is possible to achieve promising classification results for core classes.

AB - This paper discusses experiments on automatic extraction, classification and semantic labelling of prepositional phrases in a Russian text corpus. Semantic description of prepositional phrases used in our study is based on G.A. Zolotova's simplified classification of minimal language entities. We present the experimental setup, explain the procedure of the training dataset development, describe the labelling techniques, and provide analysis of results. Our research shows that although semantic differences between some prepositional semantic classes are quite vague, it is possible to achieve promising classification results for core classes.

KW - Prepositional phrases

KW - Semantic labelling

KW - Short text classification

KW - Word embeddings

UR - http://www.scopus.com/inward/record.url?scp=85079789191&partnerID=8YFLogxK

UR - http://ceur-ws.org/Vol-2552/

M3 - Conference contribution

AN - SCOPUS:85079789191

T3 - CEUR Workshop Proceedings

SP - 272

EP - 284

BT - R. Piotrowski's Readings in Language Engineering and Applied Linguistics. PRLEAL-2019

A2 - Ronzhin, Andrey

A2 - Noskova, Tatiana

A2 - Karpov, Alexey

PB - RWTH Aahen University

T2 - 3rd International Conference on R. Piotrowski's Readings in Language Engineering and Applied Linguistics, PRLEAL 2019

Y2 - 27 November 2019

ER -

ID: 51153921