I2C-Huelva at SemEval-2023 Task 9: Analysis of Intimacy in Multilingual Tweets Using Resampling Methods and Transformers
Abel Pichardo Estevez, Jacinto Mata Vázquez, Victoria Pachón Álvarez, Nordin El Balima Cordero
Abstract
Nowadays, intimacy is a fundamental aspect of how we relate to other people in social settings. The most frequent way in which we can determine a high level of intimacy is in the use of certain emoticons, curse words, verbs, etc. This paper presents the approach developed to solve SemEval 2023 task 9: Multiligual Tweet Intimacy Analysis. To address the task, a transfer learning approach was conducted by fine tuning various pre-trained languagemodels. Since the dataset supplied by the organizer was highly imbalanced, our main strategy to obtain high prediction values was the implementation of different oversampling and undersampling techniques on the training set. Our final submission achieved an overall Pearson’s r of 0.497.- Anthology ID:
- 2023.semeval-1.104
- Volume:
- Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023)
- Month:
- July
- Year:
- 2023
- Address:
- Toronto, Canada
- Editors:
- Atul Kr. Ojha, A. Seza Doğruöz, Giovanni Da San Martino, Harish Tayyar Madabushi, Ritesh Kumar, Elisa Sartori
- Venue:
- SemEval
- SIG:
- SIGLEX
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 758–762
- Language:
- URL:
- https://aclanthology.org/2023.semeval-1.104
- DOI:
- 10.18653/v1/2023.semeval-1.104
- Cite (ACL):
- Abel Pichardo Estevez, Jacinto Mata Vázquez, Victoria Pachón Álvarez, and Nordin El Balima Cordero. 2023. I2C-Huelva at SemEval-2023 Task 9: Analysis of Intimacy in Multilingual Tweets Using Resampling Methods and Transformers. In Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023), pages 758–762, Toronto, Canada. Association for Computational Linguistics.
- Cite (Informal):
- I2C-Huelva at SemEval-2023 Task 9: Analysis of Intimacy in Multilingual Tweets Using Resampling Methods and Transformers (Pichardo Estevez et al., SemEval 2023)
- PDF:
- https://preview.aclanthology.org/fix-volume-bibkeys/2023.semeval-1.104.pdf