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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


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


  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


Evaluation results

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