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Deal or No Deal? End-to-End Learning for Negotiation Dialogues

06/16/2017
by   Mike Lewis, et al.
Facebook
Georgia Institute of Technology
0

Much of human dialogue occurs in semi-cooperative settings, where agents with different goals attempt to agree on common decisions. Negotiations require complex communication and reasoning skills, but success is easy to measure, making this an interesting task for AI. We gather a large dataset of human-human negotiations on a multi-issue bargaining task, where agents who cannot observe each other's reward functions must reach an agreement (or a deal) via natural language dialogue. For the first time, we show it is possible to train end-to-end models for negotiation, which must learn both linguistic and reasoning skills with no annotated dialogue states. We also introduce dialogue rollouts, in which the model plans ahead by simulating possible complete continuations of the conversation, and find that this technique dramatically improves performance. Our code and dataset are publicly available (https://github.com/facebookresearch/end-to-end-negotiator).

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Code Repositories

end-to-end-negotiator

Deal or No Deal? End-to-End Learning for Negotiation Dialogues


view repo

end-to-end-negotiator

end-to-end-negotiator https://arxiv.org/abs/1706.05125


view repo