Francis Bacon at SemEval-2023 Task 4: Ensembling BERT and GloVe for Value Identification in Arguments
Kenan Hasanaliyev, Kevin Li, Saanvi Chawla, Michael Nath, Rohan Sanda, Justin Wu, William Huang, Daniel Yang, Shane Mion, Kiran Bhat
Abstract
In this paper, we discuss our efforts on SemEval-2023 Task4, a task to classify the human value categoriesthat an argument draws on. Arguments consist of a premise, conclusion,and the premise’s stance on the conclusion. Our team experimented with GloVe embeddings and fine-tuning BERT. We found that an ensembling of BERT and GloVe with RidgeRegression worked the best.- Anthology ID:
- 2023.semeval-1.280
- 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:
- 2039–2042
- Language:
- URL:
- https://preview.aclanthology.org/ingest_wac_2008/2023.semeval-1.280/
- DOI:
- 10.18653/v1/2023.semeval-1.280
- Cite (ACL):
- Kenan Hasanaliyev, Kevin Li, Saanvi Chawla, Michael Nath, Rohan Sanda, Justin Wu, William Huang, Daniel Yang, Shane Mion, and Kiran Bhat. 2023. Francis Bacon at SemEval-2023 Task 4: Ensembling BERT and GloVe for Value Identification in Arguments. In Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023), pages 2039–2042, Toronto, Canada. Association for Computational Linguistics.
- Cite (Informal):
- Francis Bacon at SemEval-2023 Task 4: Ensembling BERT and GloVe for Value Identification in Arguments (Hasanaliyev et al., SemEval 2023)
- PDF:
- https://preview.aclanthology.org/ingest_wac_2008/2023.semeval-1.280.pdf