readme: ---
  language: en
  tags:
  - emotion-classification
  datasets:
  - go-emotions
  - bdotloh/empathetic-dialogues-contexts
  ---
  
  
  # 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](https://huggingface.co/datasets/bdotloh/empathetic-dialogues-contexts). 
  
  The fine-tuned distilbert-base-uncased can be found [here](https://huggingface.co/bhadresh-savani/bert-base-go-emotion).
  
  ### 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
  
  