English

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.

Keywords

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

R2 v1 2026-06-23T18:34:17.996Z