Multiresolution Recurrent Neural Networks: An Application to Dialogue Response Generation

THIRTY-FIRST AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, pp. 3288-3294, 2017.

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We have proposed a new class of models called multiresolution recurrent neural networks multiresolution recurrent neural networks model dialogue through a two-level hierarchical generation process over high-level coarse sequences and natural language utterances

Abstract:

We introduce a new class of models called multiresolution recurrent neural networks, which explicitly model natural language generation at multiple levels of abstraction. The models extend the sequence-to-sequence framework to generate two parallel stochastic processes: a sequence of high-level coarse tokens, and a sequence of natural lan...More

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