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Fast semantic parsing with well-typedness guarantees

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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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Publication details

DOI
10.18653/v1/2020.emnlp-main.323
OpenAlex
W3086282523
Document type
conference-paper
Language
EN
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