Multi emotion sentiment classifier.
Classify the emotion in a sentence into the following:
- sadness
- joy
- love
- anger
- fear
- surprise
Currently Using pretrained Roberta model from HuggingFaces transformers library, with classifier replaced with a single nn.Linear layer with 6 output features.
Model is fine-tuned using the Emotion Dataset from the CARER: Contextualized Affect Representations for Emotion Recognition paper
E. Saravia, H.-C. T. Liu, Y.-H. Huang, J. Wu, and Y.-S. Chen, “CARER: Contextualized Affect Representations for Emotion Recognition,” Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, 2018.