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• W3035472542 abstract "Dialogue state modules are a useful component in a task-oriented dialogue system. Traditional methods find dialogue states by manually labeling training corpora, upon which neural models are trained. However, the labeling process can be costly, slow, error-prone, and more importantly, cannot cover the vast range of domains in real-world dialogues for customer service. We propose the task of dialogue state induction, building two neural latent variable models that mine dialogue states automatically from unlabeled customer service dialogue records. Results show that the models can effectively find meaningful slots. In addition, equipped with induced dialogue states, a state-of-the-art dialogue system gives better performance compared with not using a dialogue state module." @default.
• W3035472542 created "2020-06-19" @default.
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• W3035472542 date "2020-07-01" @default.
• W3035472542 modified "2023-09-30" @default.
• W3035472542 title "Dialogue State Induction Using Neural Latent Variable Models" @default.
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• W3035472542 doi "https://doi.org/10.24963/ijcai.2020/532" @default.
• W3035472542 hasPublicationYear "2020" @default.
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