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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

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Dataset used to train bdotloh/distilbert-base-uncased-go-emotion-empathetic-dialogues-context-v2