Fast semantic parsing with well-typedness guarantees

09/15/2020
by   Matthias Lindemann, et al.
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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 the parsing speed to up to 2200 tokens/s, while maintaining or improving accuracy.

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