Fast semantic parsing with well-typedness guarantees
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Abstract (arXiv)
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.
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Sep 2020.
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Citing papers per year: 2021: 4; 2022: 3; 2023: 3.
10 papers.
- 2023SLOG: A Structural Generalization Benchmark for Semantic Parsingcited by 22
- 2023SMATCH++: Standardized and Extended Evaluation of Semantic Graphscited by 19
- 2021From Paraphrasing to Semantic Parsing: Unsupervised Semantic Parsing via Synchronous Semantic Decodingcited by 14
- 2023AMR Parsing is Far from Solved: GrAPES, the Granular AMR Parsing Evaluation Suitecited by 6
- 2021Learning compositional structures for semantic graph parsingcited by 3
- 2021Levi Graph AMR Parser using Heterogeneous Attentioncited by 2
- 2022Compositional Generalization Requires Compositional Parserscited by 2
- 2022Modeling Label Correlations for Second-Order Semantic Dependency Parsing with Mean-Field Inferencecited by 1
- 2021Polynomial Graph Parsing with Non-Structural Reentranciescited by 0
- 2022A Higher-Order Semantic Dependency Parsercited by 0
- 2023AMR Parsing is Far from Solved: GrAPES, the Granular AMR Parsing Evaluation Suite6 Dec 2023
- 2023SLOG: A Structural Generalization Benchmark for Semantic Parsing23 Oct 2023
- 2023SMATCH++: Standardized and Extended Evaluation of Semantic Graphs11 May 2023
- 2022Modeling Label Correlations for Second-Order Semantic Dependency Parsing with Mean-Field Inference7 Apr 2022
- 2022Compositional Generalization Requires Compositional Parsers24 Feb 2022
- 2022A Higher-Order Semantic Dependency Parser27 Jan 2022
- 2021Levi Graph AMR Parser using Heterogeneous Attention9 Jul 2021
- 2021From Paraphrasing to Semantic Parsing: Unsupervised Semantic Parsing via Synchronous Semantic Decoding11 Jun 2021
- 2021Learning compositional structures for semantic graph parsing8 Jun 2021
- 2021Polynomial Graph Parsing with Non-Structural Reentrancies5 May 2021