Talking with Reddit: Exploring limitations of recurrent neural network conversational systems.

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• Alexander Gaunt - Trinity College, Cambridge
• Thursday 08 October 2015, 10:00-11:00
• Auditorium, Microsoft Research Ltd, 21 Station Road, Cambridge, CB1 2FB.

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Recently, there has been great interest in building conversational systems based on recurrent neural networks. If trained on a large-scale corpus of conversation-like data, these models can produce surprisingly fluent responses when interacting with a human. I will discuss my implementation of a neural network conversational agent and describe the output of this model after training on Reddit conversations. While this model is able to produce plausible responses in a variety of settings, I will concentrate on the cases where the model fails, and briefly describe attempts to incorporate information from knowledge-bases to mitigate these failures.Abstract not available

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