This page lists dozens and dozens of "papers related to chatbot models in chronological order spanning about 5 years from 2014... a starting point to get a hang of what the paper is about, and to mention main concepts with the help of pictures." The notes are really insightful, and some great papers are listed, including papers that ask hard questions about what constitutes things like common sense, dialogue, negotiation, engagement or cooperation (for example). Related (and included in this list): Neural Approaches to Conversational AI, "a good in-depth introduction to the many aspects of conversational AI as a field."
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