933 citations · 3k across the 27 of their papers we have counts for
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Dialogue Learning With Human-In-The-Loop
Jiwei Li, Alexander H. Miller, Sumit Chopra +2
An important aspect of developing conversational agents is to give a bot the ability to improve through communicating with humans and to learn from the mistakes that it makes. Most…
Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks
Jason Weston, Antoine Bordes, Sumit Chopra +4
One long-term goal of machine learning research is to produce methods that are applicable to reasoning and natural language, in particular building an intelligent dialogue agent. T…
Memory Networks
Jason Weston, Sumit Chopra, Antoine Bordes
We describe a new class of learning models called memory networks. Memory networks reason with inference components combined with a long-term memory component; they learn how to us…