Model Description
We performed transfer learning experiments on a distilbert-base-uncased model fine-tuned on the GoEmotions dataset for the purpose of classifying (emotional) contexts in the Empathetic Dialogues dataset.
The fine-tuned distilbert-base-uncased can be found here.
Limitations and bias
GoEmotions:
- Demographics of Reddit Users
- Imbalanced class distribution
- ...
EmpatheticDialogues:
- Unable to ascertain the degree of cultural specificity for the context that a respondent described when given an emotion label (i.e., p(description | emotion, culture))
- ...
Training data
Training procedure
Preprocessing
Evaluation results
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