What Kind of Language Is Hard to Language-Model?

Meeting of the Association for Computational Linguistics, 2019.

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Abstract:

How language-agnostic are current state-of-the-art NLP tools? Are there some types of language that are easier to model with current methods? In prior work (Cotterell et al., 2018) we attempted to address this question for language modeling, and observed that recurrent neural network language models do not perform equally well over all ...More

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