I like fish, especially dolphins: Addressing Contradictions in Dialogue Modeling
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TL;DR
The DialoguE COntradiction DEtection task (DECODE) and a new conversational dataset containing both human-human and human-bot contradictory dialogues are introduced and it is shown that the best contradiction detection model correlates well with human judgments and is used in both automatically evaluating and improving the consistency of state-of-the-art generative chatbots.
Abstract
Yixin Nie, Mary Williamson, Mohit Bansal, Douwe Kiela, Jason Weston. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers). 2021.
