nlpBDpatriots at BLP-2023 Task 2: A Transfer Learning Approach towards Bangla Sentiment Analysis
Dhiman Goswami, Md Nishat Raihan, Sadiya Sayara Chowdhury Puspo, Marcos Zampieri
Abstract
In this paper, we discuss the entry of nlpBDpatriots to some sophisticated approaches for classifying Bangla Sentiment Analysis. This is a shared task of the first workshop on Bangla Language Processing (BLP) organized under EMNLP. The main objective of this task is to identify the sentiment polarity of social media content. There are 30 groups of NLP enthusiasts who participate in this shared task and our best-performing approach for the task is transfer learning with data augmentation. Our group ranked 12th position in this competition with this methodology securing a micro F1 score of 0.71.- Anthology ID:
- 2023.banglalp-1.37
- Volume:
- Proceedings of the First Workshop on Bangla Language Processing (BLP-2023)
- Month:
- December
- Year:
- 2023
- Address:
- Singapore
- Editors:
- Firoj Alam, Sudipta Kar, Shammur Absar Chowdhury, Farig Sadeque, Ruhul Amin
- Venue:
- BanglaLP
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 286–292
- Language:
- URL:
- https://aclanthology.org/2023.banglalp-1.37
- DOI:
- 10.18653/v1/2023.banglalp-1.37
- Cite (ACL):
- Dhiman Goswami, Md Nishat Raihan, Sadiya Sayara Chowdhury Puspo, and Marcos Zampieri. 2023. nlpBDpatriots at BLP-2023 Task 2: A Transfer Learning Approach towards Bangla Sentiment Analysis. In Proceedings of the First Workshop on Bangla Language Processing (BLP-2023), pages 286–292, Singapore. Association for Computational Linguistics.
- Cite (Informal):
- nlpBDpatriots at BLP-2023 Task 2: A Transfer Learning Approach towards Bangla Sentiment Analysis (Goswami et al., BanglaLP 2023)
- PDF:
- https://preview.aclanthology.org/ingest-2024-clasp/2023.banglalp-1.37.pdf