2022
ACL
ACL 2022
UMUTeam@TamilNLP-ACL2022: Emotional Analysis in Tamil
Abstract
AbstractThis working notes summarises the participation of the UMUTeam on the TamilNLP (ACL 2022) shared task concerning emotion analysis in Tamil. We participated in the two multi-classification challenges proposed with a neural network that combines linguistic features with different feature sets based on contextual and non-contextual sentence embeddings. Our proposal achieved the 1st result for the second subtask, with an f1-score of 15.1% discerning among 30 different emotions. However, our results for the first subtask were not recorded in the official leader board. Accordingly, we report our results for this subtask with the validation split, reaching a macro f1-score of 32.360%.
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Interdisciplinary Bridge
- Artificial Intelligence and Natural Language Processing
Topics
Machine Learning > Core Methods > Classification
Machine Learning > Learning Types > Self-Supervised Learning
Deep Learning > Architectures > Neural Networks
Natural Language Processing > Applications > Text Classification
Natural Language Processing > Applications > Sentiment Analysis
Machine Learning > Learning Types > Multi-Label Classification
Artificial Intelligence > Core AI > Natural Language Processing
Deep Learning > Learning Types > Multi-Label Classification
Deep Learning > Learning Types > Text Classification