Spell Once, Summon Anywhere: A Two-Level Open-Vocabulary Language Model
national conference on artificial intelligence, 2019.
We show how to deploy recurrent neural networks within a hierarchical Bayesian language model. Our generative story combines a standard RNN language model (generating the word tokens in each sentence) with an RNN-based spelling model (generating the letters in each word type). These two RNNs respectively capture sentence structure and wor...More
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