An empirical assessment of deep learning approaches to task-oriented dialog management
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DOI: 10.1016/j.neucom.2020.01.126
Abstract: Abstract Deep learning is providing very positive results in areas related to conversational interfaces, such as speech recognition, but its potential benefit for dialog management has still not been fully studied. In this paper, we… read more here.
Keywords: empirical assessment; management; deep learning; dialog management ... See more keywords
Policy Reuse for Dialog Management Using Action-Relation Probability
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DOI: 10.1109/access.2020.3017780
Abstract: We study the problem of policy adaptation for reinforcement-learning-based dialog management. Policy adaptation is a commonly used technique to alleviate the problem of data sparsity when training a goal-oriented dialog system for a new task… read more here.
Keywords: target task; policy; task; dialog management ... See more keywords