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• W3016829315 abstract "Maintaining a consistent personality in conversations is quite natural for human beings, but is still a non-trivial task for machines. The persona-based dialogue generation task is thus introduced to tackle the personality-inconsistent problem by incorporating explicit persona text into dialogue generation models. Despite the success of existing persona-based models on generating human-like responses, their one-stage decoding framework can hardly avoid the generation of inconsistent persona words. In this work, we introduce a three-stage framework that employs a generate-delete-rewrite mechanism to delete inconsistent words from a generated response prototype and further rewrite it to a personality-consistent one. We carry out evaluations by both human and automatic metrics. Experiments on the Persona-Chat dataset show that our approach achieves good performance." @default.
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• W3016829315 date "2020-04-16" @default.
• W3016829315 modified "2023-10-17" @default.
• W3016829315 title "Generate, Delete and Rewrite: A Three-Stage Framework for Improving Persona Consistency of Dialogue Generation" @default.
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• W3016829315 doi "https://doi.org/10.48550/arxiv.2004.07672" @default.
• W3016829315 hasPublicationYear "2020" @default.
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