bdotloh/distilbert-base-uncased-go-emotion-empathetic-dialogues-context-v2

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:

1. Demographics of Reddit Users
2. Imbalanced class distribution
3. ...

EmpatheticDialogues:

1. 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))
2. ...

Training data

Training procedure

Preprocessing

Evaluation results