Better Character Language Modeling Through Morphology

Meeting of the Association for Computational Linguistics, 2019.

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其它链接dblp.uni-trier.de|academic.microsoft.com|arxiv.org

摘要

We incorporate morphological supervision into character language models (CLMs) via multitasking and show that this addition improves bits-per-character (BPC) performance across 24 languages, even when the morphology data and language modeling data are disjoint. Analyzing the CLMs shows that inflected words benefit more from explicitly m...更多

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