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Base model: microsoft/DialoGPT-small

Fine tuned for dialogue response generation on the Persuasion For Good Dataset (Wang et al., 2019)

Three additional special tokens were added during the fine-tuning process:

  • <|pad|> padding token
  • <|user|> speaker control token to prompt user responses
  • <|system|> speaker control token to prompt system responses

The following Dialogues were excluded:

  • Those with donation amounts outside of the task range of [$0, $2].
  • Those where a donation of 0 was made at the end of the task but a non-zero amount was pledged in the dialogue.
  • Those with more than 800 words.

Stats:

  • Training set: 519 dialogues
  • Validation set: 58 dialogues
  • ~20 utterances per dialogue
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