Generalized chart constraints for efficient PCFG and TAG parsing

June 27, 2018 ยท Declared Dead ยท ๐Ÿ› Annual Meeting of the Association for Computational Linguistics

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Authors Stefan Grรผnewald, Sophie Henning, Alexander Koller arXiv ID 1806.10654 Category cs.CL: Computation & Language Citations 1 Venue Annual Meeting of the Association for Computational Linguistics Last Checked 4 months ago
Abstract
Chart constraints, which specify at which string positions a constituent may begin or end, have been shown to speed up chart parsers for PCFGs. We generalize chart constraints to more expressive grammar formalisms and describe a neural tagger which predicts chart constraints at very high precision. Our constraints accelerate both PCFG and TAG parsing, and combine effectively with other pruning techniques (coarse-to-fine and supertagging) for an overall speedup of two orders of magnitude, while improving accuracy.
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