Multiresolution Recurrent Neural Networks: An Application to Dialogue Response Generation — mentioned by transcranial

Thu, 14 Jul 2016 16:45:07 GMT

The problem is that the latent space of a model trained on all comments is still massive. For any sort of coherence, you need to condition the probabilities on smaller spaces, or enforce structural bounds. Here's an example of a paper where they simultaneously optimize high-level semantics with token-level sequence probabilities: http://arxiv.org/pdf/1606.00776v2.pdf.

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Multiresolution Recurrent Neural Networks: An Application to Dialogue Response Generation — mentioned by transcranial