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MIPT-NSU-UTMN at SemEval-2021 Task 5: Ensembling Learning with Pre-trained Language Models for Toxic Spans Detection. / Kotyushev, Mikhail; Glazkova, Anna; Morozov, Dmitry.

SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop. ed. / Alexis Palmer; Nathan Schneider; Natalie Schluter; Guy Emerson; Aurelie Herbelot; Xiaodan Zhu. Association for Computational Linguistics (ACL), 2021. p. 913-918 (SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop).

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

Harvard

Kotyushev, M, Glazkova, A & Morozov, D 2021, MIPT-NSU-UTMN at SemEval-2021 Task 5: Ensembling Learning with Pre-trained Language Models for Toxic Spans Detection. in A Palmer, N Schneider, N Schluter, G Emerson, A Herbelot & X Zhu (eds), SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop. SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop, Association for Computational Linguistics (ACL), pp. 913-918, 15th International Workshop on Semantic Evaluation, SemEval 2021, Virtual, Bangkok, Thailand, 05.08.2021.

APA

Kotyushev, M., Glazkova, A., & Morozov, D. (2021). MIPT-NSU-UTMN at SemEval-2021 Task 5: Ensembling Learning with Pre-trained Language Models for Toxic Spans Detection. In A. Palmer, N. Schneider, N. Schluter, G. Emerson, A. Herbelot, & X. Zhu (Eds.), SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop (pp. 913-918). (SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop). Association for Computational Linguistics (ACL).

Vancouver

Kotyushev M, Glazkova A, Morozov D. MIPT-NSU-UTMN at SemEval-2021 Task 5: Ensembling Learning with Pre-trained Language Models for Toxic Spans Detection. In Palmer A, Schneider N, Schluter N, Emerson G, Herbelot A, Zhu X, editors, SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop. Association for Computational Linguistics (ACL). 2021. p. 913-918. (SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop).

Author

Kotyushev, Mikhail ; Glazkova, Anna ; Morozov, Dmitry. / MIPT-NSU-UTMN at SemEval-2021 Task 5: Ensembling Learning with Pre-trained Language Models for Toxic Spans Detection. SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop. editor / Alexis Palmer ; Nathan Schneider ; Natalie Schluter ; Guy Emerson ; Aurelie Herbelot ; Xiaodan Zhu. Association for Computational Linguistics (ACL), 2021. pp. 913-918 (SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop).

BibTeX

@inproceedings{2bc0ab7eeccb4fdb8bffabedce973f2f,
title = "MIPT-NSU-UTMN at SemEval-2021 Task 5: Ensembling Learning with Pre-trained Language Models for Toxic Spans Detection",
abstract = "This paper describes our system for SemEval-2021 Task 5 on Toxic Spans Detection. We developed ensemble models using BERT-based neural architectures and post-processing to combine tokens into spans. We evaluated several pre-trained language models using various ensemble techniques for toxic span identification and achieved sizable improvements over our baseline fine-tuned BERT models. Finally, our system obtained a F1-score of 67.55% on test data.",
author = "Mikhail Kotyushev and Anna Glazkova and Dmitry Morozov",
note = "Publisher Copyright: {\textcopyright} 2021 Association for Computational Linguistics.; 15th International Workshop on Semantic Evaluation, SemEval 2021 ; Conference date: 05-08-2021 Through 06-08-2021",
year = "2021",
language = "English",
isbn = "9781954085701",
series = "SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop",
publisher = "Association for Computational Linguistics (ACL)",
pages = "913--918",
editor = "Alexis Palmer and Nathan Schneider and Natalie Schluter and Guy Emerson and Aurelie Herbelot and Xiaodan Zhu",
booktitle = "SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop",

}

RIS

TY - GEN

T1 - MIPT-NSU-UTMN at SemEval-2021 Task 5: Ensembling Learning with Pre-trained Language Models for Toxic Spans Detection

AU - Kotyushev, Mikhail

AU - Glazkova, Anna

AU - Morozov, Dmitry

N1 - Publisher Copyright: © 2021 Association for Computational Linguistics.

PY - 2021

Y1 - 2021

N2 - This paper describes our system for SemEval-2021 Task 5 on Toxic Spans Detection. We developed ensemble models using BERT-based neural architectures and post-processing to combine tokens into spans. We evaluated several pre-trained language models using various ensemble techniques for toxic span identification and achieved sizable improvements over our baseline fine-tuned BERT models. Finally, our system obtained a F1-score of 67.55% on test data.

AB - This paper describes our system for SemEval-2021 Task 5 on Toxic Spans Detection. We developed ensemble models using BERT-based neural architectures and post-processing to combine tokens into spans. We evaluated several pre-trained language models using various ensemble techniques for toxic span identification and achieved sizable improvements over our baseline fine-tuned BERT models. Finally, our system obtained a F1-score of 67.55% on test data.

UR - http://www.scopus.com/inward/record.url?scp=85131403176&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:85131403176

SN - 9781954085701

T3 - SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop

SP - 913

EP - 918

BT - SemEval 2021 - 15th International Workshop on Semantic Evaluation, Proceedings of the Workshop

A2 - Palmer, Alexis

A2 - Schneider, Nathan

A2 - Schluter, Natalie

A2 - Emerson, Guy

A2 - Herbelot, Aurelie

A2 - Zhu, Xiaodan

PB - Association for Computational Linguistics (ACL)

T2 - 15th International Workshop on Semantic Evaluation, SemEval 2021

Y2 - 5 August 2021 through 6 August 2021

ER -

ID: 38133115