Fast semantic parsing with well-typedness guarantees
Computation and Language
2020-10-07 v2
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.
Cite
@article{arxiv.2009.07365,
title = {Fast semantic parsing with well-typedness guarantees},
author = {Matthias Lindemann and Jonas Groschwitz and Alexander Koller},
journal= {arXiv preprint arXiv:2009.07365},
year = {2020}
}
Comments
Accepted at EMNLP 2020, camera-ready version