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- W4287646919 abstract "Current approaches to empathetic response generation view the set of emotions expressed in the input text as a flat structure, where all the emotions are treated uniformly. We argue that empathetic responses often mimic the emotion of the user to a varying degree, depending on its positivity or negativity and content. We show that the consideration of this polarity-based emotion clusters and emotional mimicry results in improved empathy and contextual relevance of the response as compared to the state-of-the-art. Also, we introduce stochasticity into the emotion mixture that yields emotionally more varied empathetic responses than the previous work. We demonstrate the importance of these factors to empathetic response generation using both automatic- and human-based evaluations. The implementation of MIME is publicly available at https://github.com/declare-lab/MIME." @default.
- W4287646919 created "2022-07-25" @default.
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- W4287646919 date "2020-10-03" @default.
- W4287646919 modified "2023-10-07" @default.
- W4287646919 title "MIME: MIMicking Emotions for Empathetic Response Generation" @default.
- W4287646919 doi "https://doi.org/10.48550/arxiv.2010.01454" @default.
- W4287646919 hasPublicationYear "2020" @default.
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