AIMA at SemEval-2024 Task 10: History-Based Emotion Recognition in Hindi-English Code-Mixed Conversations

Mohammad Mahdi Abootorabi, Nona Ghazizadeh, Seyed Arshan Dalili, Alireza Ghahramani Kure, Mahshid Dehghani, Ehsaneddin Asgari

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Citation (Scopus)

Abstract

In this study, we introduce a solution to the SemEval 2024 Task 10 on subtask 1, dedicated to Emotion Recognition in Conversation (ERC) in code-mixed Hindi-English conversations. ERC in code-mixed conversations presents unique challenges, as existing models are typically trained on monolingual datasets and may not perform well on code-mixed data. To address this, we propose a series of models that incorporate both the previous and future context of the current utterance, as well as the sequential information of the conversation. To facilitate the processing of code-mixed data, we developed a Hinglish-to-English translation pipeline to translate the code-mixed conversations into English. We designed four different base models, each utilizing powerful pre-trained encoders to extract features from the input but with varying architectures. By ensembling all of these models, we developed a final model that outperforms all other baselines.

Original languageEnglish
Title of host publicationSemEval 2024 - 18th International Workshop on Semantic Evaluation, Proceedings of the Workshop
EditorsAtul Kr. Ojha, A. Seza Dohruoz, Harish Tayyar Madabushi, Giovanni Da San Martino, Sara Rosenthal, Aiala Rosa
PublisherAssociation for Computational Linguistics (ACL)
Pages1704-1710
Number of pages7
ISBN (Electronic)9798891761070
Publication statusPublished - Jul 2024
Event18th International Workshop on Semantic Evaluation, SemEval 2024, co-located with the 2024 Annual Conference of the North American Chapter of the Association for Computational Linguistics, NAACL 2024 - Hybrid, Mexico City, Mexico
Duration: 20 Jun 202421 Jun 2024

Publication series

NameSemEval 2024 - 18th International Workshop on Semantic Evaluation, Proceedings of the Workshop

Conference

Conference18th International Workshop on Semantic Evaluation, SemEval 2024, co-located with the 2024 Annual Conference of the North American Chapter of the Association for Computational Linguistics, NAACL 2024
Country/TerritoryMexico
CityHybrid, Mexico City
Period20/06/2421/06/24

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