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20 April 2024

» arxiv » 1712.2250

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Why Do Neural Dialog Systems Generate Short and Meaningless Replies? A Comparison between Dialog and Translation
Bolin Wei ; Shuai Lu ; Lili Mou ; Hao Zhou ; Pascal Poupart ; Ge Li ; Zhi Jin ;
Date:	6 Dec 2017
Abstract:	This paper addresses the question: Why do neural dialog systems generate short and meaningless replies? We conjecture that, in a dialog system, an utterance may have multiple equally plausible replies, causing the deficiency of neural networks in the dialog application. We propose a systematic way to mimic the dialog scenario in a machine translation system, and manage to reproduce the phenomenon of generating short and less meaningful sentences in the translation setting, showing evidence of our conjecture.
Source:	arXiv, 1712.2250
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