The RLLChatbot: a solution to the ConvAI Challenge
Current conversational systems can follow simple commands and answer basic questions, but they have difficulty maintaining coherent and open-ended conversations about specific topics. Competitions like the Conversational Intelligence (ConvAI) challenge are being organized to push the research development towards that goal. This article presents in detail the RLLChatbot that participated in the 2017 ConvAI challenge. The goal of this research is to better understand how current deep learning and reinforcement learning tools can be used to build a robust yet flexible open domain conversational agent. We provide a thorough description of how a dialog system can be built and trained from mostly public-domain datasets using an ensemble model. The first contribution of this work is a detailed description and analysis of different text generation models in addition to novel message ranking and selection methods. Moreover, a new open-source conversational dataset is presented. Training on this data significantly improves the Recall@k score of the ranking and selection mechanisms compared to our baseline model responsible for selecting the message returned at each interaction.
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Nicolas A. Gontier (edit)
Koustuv Sinha (edit)
Peter Henderson (edit)
Iulian Serban (add twitter)
Michael Noseworthy (edit)
Prasanna Parthasarathi (edit)
Joelle Pineau (add twitter)
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arxiv_pop: 2018/11/06 投稿 3位 CL(Computation and Language) The RLLChatbot: a solution to the ConvAI challenge https://t.co/1uCP1i41qa 16 Tweets 14 Retweets 32 Favorites
faizanj: RT @arxiv_cscl: The RLLChatbot: a solution to the ConvAI challenge https://t.co/jMepWeVSl9
mnrmja007: RT @arxiv_cscl: The RLLChatbot: a solution to the ConvAI challenge https://t.co/jMepWeVSl9
puneethmishra: RT @arxiv_cscl: The RLLChatbot: a solution to the ConvAI challenge https://t.co/jMepWeVSl9
arxiv_cscl: The RLLChatbot: a solution to the ConvAI challenge https://t.co/jMepWeVSl9
arxiv_cscl: The RLLChatbot: a solution to the ConvAI challenge https://t.co/jMepWeVSl9
arxiv_cscl: The RLLChatbot: a solution to the ConvAI challenge https://t.co/jMepWeVSl9
puneethmishra: RT @arxiv_cscl: The RLLChatbot: a solution to the ConvAI challenge https://t.co/jMepWfdtcH
arxiv_cscl: The RLLChatbot: a solution to the ConvAI challenge https://t.co/jMepWfdtcH
arxiv_cscl: The RLLChatbot: a solution to the ConvAI challenge https://t.co/jMepWeVSl9
arxiv_cscl: The RLLChatbot: a solution to the ConvAI challenge https://t.co/jMepWeVSl9
arxiv_cscl: The RLLChatbot: a solution to the ConvAI challenge https://t.co/jMepWeVSl9
arxivml: "The RLLChatbot: a solution to the ConvAI Challenge", Nicolas A. Gontier, Koustuv Sinha, Peter Henderson, Iulian Se… https://t.co/azTCmrpqxf
puneethmishra: RT @arxiv_cscl: The RLLChatbot: a solution to the ConvAI Challenge https://t.co/jMepWfdtcH
arxiv_cscl: The RLLChatbot: a solution to the ConvAI Challenge https://t.co/jMepWeVSl9
arxiv_cscl: The RLLChatbot: a solution to the ConvAI Challenge https://t.co/jMepWfdtcH
nmfeeds: [O] https://t.co/DgzIIrqLg2 The RLLChatbot: a solution to the ConvAI Challenge. Current conversational systems can follow ...
nmfeeds: [CL] https://t.co/DgzIIrqLg2 The RLLChatbot: a solution to the ConvAI Challenge. Current conversational systems can follow...
nicogontier: So glad to finally release a year long effort at the @rllabmcgill for our RLLChatbot. @koustuvsinha @astro_pyotr @JulianHUK @mike_n_7 @prasannapartha https://t.co/hJkMNMgXeb
BrundageBot: The RLLChatbot: a solution to the ConvAI Challenge. Nicolas A. Gontier, Koustuv Sinha, Peter Henderson, Iulian Serban, Michael Noseworthy, Prasanna Parthasarathi, and Joelle Pineau https://t.co/N8T08e48WS
arxiv_cscl: The RLLChatbot: a solution to the ConvAI Challenge https://t.co/jMepWeVSl9
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