Fast semantic parsing with well-typedness guarantees

September 15, 2020 ยท Declared Dead ยท ๐Ÿ› Conference on Empirical Methods in Natural Language Processing

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Authors Matthias Lindemann, Jonas Groschwitz, Alexander Koller arXiv ID 2009.07365 Category cs.CL: Computation & Language Citations 24 Venue Conference on Empirical Methods in Natural Language Processing Last Checked 4 months ago
Abstract
AM dependency parsing is a linguistically principled method for neural semantic parsing with high accuracy across multiple graphbanks. It relies on a type system that models semantic valency but makes existing parsers slow. We describe an A* parser and a transition-based parser for AM dependency parsing which guarantee well-typedness and improve parsing speed by up to 3 orders of magnitude, while maintaining or improving accuracy.
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