Arizonans at SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis with XLM-T

Nimet Beyza Bozdag; Tugay Bilgis; Steven Bethard

doi:10.18653/v1/2023.semeval-1.230

Arizonans at SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis with XLM-T

Nimet Beyza Bozdag, Tugay Bilgis, Steven Bethard

Information, School of

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

1 Scopus citations

Abstract

This paper presents the systems and approaches of the Arizonans team for SemEval 2023 Task 9: Multilingual Tweet Intimacy Analysis. We finetune the Multilingual RoBERTa model trained with about 200M tweets, XLM-T. Our final model ranked 9^th out of 45 overall, 13^th in seen languages, and 8^th in unseen languages.

Original language	English (US)
Title of host publication	17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop
Editors	Atul Kr. Ojha, A. Seza Dogruoz, Giovanni Da San Martino, Harish Tayyar Madabushi, Ritesh Kumar, Elisa Sartori
Publisher	Association for Computational Linguistics
Pages	1656-1659
Number of pages	4
ISBN (Electronic)	9781959429999
DOIs	https://doi.org/10.18653/v1/2023.semeval-1.230
State	Published - 2023
Event	17th International Workshop on Semantic Evaluation, SemEval 2023, co-located with the 61st Annual Meeting of the Association for Computational Linguistics, ACL 2023 - Hybrid, Toronto, Canada Duration: Jul 13 2023 → Jul 14 2023

Publication series

Name	17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop

Conference

Conference	17th International Workshop on Semantic Evaluation, SemEval 2023, co-located with the 61st Annual Meeting of the Association for Computational Linguistics, ACL 2023
Country/Territory	Canada
City	Hybrid, Toronto
Period	7/13/23 → 7/14/23

ASJC Scopus subject areas

Computational Theory and Mathematics
Computer Science Applications
Theoretical Computer Science

Access to Document

10.18653/v1/2023.semeval-1.230

Cite this

Bozdag, N. B., Bilgis, T., & Bethard, S. (2023). Arizonans at SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis with XLM-T. In A. K. Ojha, A. S. Dogruoz, G. Da San Martino, H. T. Madabushi, R. Kumar, & E. Sartori (Eds.), 17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop (pp. 1656-1659). (17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop). Association for Computational Linguistics. https://doi.org/10.18653/v1/2023.semeval-1.230

Arizonans at SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis with XLM-T. / Bozdag, Nimet Beyza; Bilgis, Tugay; Bethard, Steven.
17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop. ed. / Atul Kr. Ojha; A. Seza Dogruoz; Giovanni Da San Martino; Harish Tayyar Madabushi; Ritesh Kumar; Elisa Sartori. Association for Computational Linguistics, 2023. p. 1656-1659 (17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop).

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

Bozdag, NB, Bilgis, T & Bethard, S 2023, Arizonans at SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis with XLM-T. in AK Ojha, AS Dogruoz, G Da San Martino, HT Madabushi, R Kumar & E Sartori (eds), 17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop. 17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop, Association for Computational Linguistics, pp. 1656-1659, 17th International Workshop on Semantic Evaluation, SemEval 2023, co-located with the 61st Annual Meeting of the Association for Computational Linguistics, ACL 2023, Hybrid, Toronto, Canada, 7/13/23. https://doi.org/10.18653/v1/2023.semeval-1.230

Bozdag NB, Bilgis T, Bethard S. Arizonans at SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis with XLM-T. In Ojha AK, Dogruoz AS, Da San Martino G, Madabushi HT, Kumar R, Sartori E, editors, 17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop. Association for Computational Linguistics. 2023. p. 1656-1659. (17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop). doi: 10.18653/v1/2023.semeval-1.230

Bozdag, Nimet Beyza ; Bilgis, Tugay ; Bethard, Steven. / Arizonans at SemEval-2023 Task 9 : Multilingual Tweet Intimacy Analysis with XLM-T. 17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop. editor / Atul Kr. Ojha ; A. Seza Dogruoz ; Giovanni Da San Martino ; Harish Tayyar Madabushi ; Ritesh Kumar ; Elisa Sartori. Association for Computational Linguistics, 2023. pp. 1656-1659 (17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop).

@inproceedings{43ce8898256e43e8b14f689c4236e7cf,

title = "Arizonans at SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis with XLM-T",

abstract = "This paper presents the systems and approaches of the Arizonans team for SemEval 2023 Task 9: Multilingual Tweet Intimacy Analysis. We finetune the Multilingual RoBERTa model trained with about 200M tweets, XLM-T. Our final model ranked 9th out of 45 overall, 13th in seen languages, and 8th in unseen languages.",

author = "Bozdag, {Nimet Beyza} and Tugay Bilgis and Steven Bethard",

note = "Publisher Copyright: {\textcopyright} 2023 Association for Computational Linguistics.; 17th International Workshop on Semantic Evaluation, SemEval 2023, co-located with the 61st Annual Meeting of the Association for Computational Linguistics, ACL 2023 ; Conference date: 13-07-2023 Through 14-07-2023",

year = "2023",

doi = "10.18653/v1/2023.semeval-1.230",

language = "English (US)",

series = "17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop",

publisher = "Association for Computational Linguistics",

pages = "1656--1659",

editor = "Ojha, {Atul Kr.} and Dogruoz, {A. Seza} and {Da San Martino}, Giovanni and Madabushi, {Harish Tayyar} and Ritesh Kumar and Elisa Sartori",

booktitle = "17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop",

}

TY - GEN

T1 - Arizonans at SemEval-2023 Task 9

T2 - 17th International Workshop on Semantic Evaluation, SemEval 2023, co-located with the 61st Annual Meeting of the Association for Computational Linguistics, ACL 2023

AU - Bozdag, Nimet Beyza

AU - Bilgis, Tugay

AU - Bethard, Steven

PY - 2023

Y1 - 2023

N2 - This paper presents the systems and approaches of the Arizonans team for SemEval 2023 Task 9: Multilingual Tweet Intimacy Analysis. We finetune the Multilingual RoBERTa model trained with about 200M tweets, XLM-T. Our final model ranked 9th out of 45 overall, 13th in seen languages, and 8th in unseen languages.

AB - This paper presents the systems and approaches of the Arizonans team for SemEval 2023 Task 9: Multilingual Tweet Intimacy Analysis. We finetune the Multilingual RoBERTa model trained with about 200M tweets, XLM-T. Our final model ranked 9th out of 45 overall, 13th in seen languages, and 8th in unseen languages.

UR - http://www.scopus.com/inward/record.url?scp=85175400089&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85175400089&partnerID=8YFLogxK

U2 - 10.18653/v1/2023.semeval-1.230

DO - 10.18653/v1/2023.semeval-1.230

M3 - Conference contribution

AN - SCOPUS:85175400089

T3 - 17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop

SP - 1656

EP - 1659

BT - 17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop

A2 - Ojha, Atul Kr.

A2 - Dogruoz, A. Seza

A2 - Da San Martino, Giovanni

A2 - Madabushi, Harish Tayyar

A2 - Kumar, Ritesh

A2 - Sartori, Elisa

PB - Association for Computational Linguistics

Y2 - 13 July 2023 through 14 July 2023

ER -

Arizonans at SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis with XLM-T

Abstract

Publication series

Conference

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this