Compositional Semantic Parsing Across Graphbanks
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Abstract (arXiv)
Most semantic parsers that map sentences to graph-based meaning representations are hand-designed for specific graphbanks. We present a compositional neural semantic parser which achieves, for the first time, competitive accuracies across a diverse range of graphbanks. Incorporating BERT embeddings and multi-task learning improves the accuracy further, setting new states of the art on DM, PAS, PSD, AMR 2015 and EDS.
Key facts. Cited by 15 papers in the map (data through 14 Oct 2026). First posted on arXiv 27 Jun 2019.
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Citing papers per year: 2021: 7; 2022: 4; 2023: 1; 2024: 1; 2025: 0; 2026: 2.
15 papers.
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- 2021AMR Parsing with Action-Pointer Transformercited by 25
- 2021DocAMR: Multi-Sentence AMR Representation and Evaluationcited by 12
- 2021Learning compositional structures for semantic graph parsingcited by 3
- 2021One Semantic Parser to Parse Them All: Sequence to Sequence Multi-Task Learning on Semantic Parsing Datasetscited by 3
- 2021Levi Graph AMR Parser using Heterogeneous Attentioncited by 2
- 2022Compositional Generalization Requires Compositional Parserscited by 2
- 2024Scope-enhanced Compositional Semantic Parsing for DRTcited by 2
- 2021The DCU-EPFL Enhanced Dependency Parser at the IWPT 2021 Shared Taskcited by 1
- 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
- 2022Strictly Breadth-First AMR Parsingcited by 0
3 more
- 2026On the Role of Directionality in Structural Generalization2 Jul 2026
- 2026Structural Generalization on SLOG without Hand-Written Rules28 Apr 2026
- 2024Scope-enhanced Compositional Semantic Parsing for DRT2 Jul 2024
- 2023Rethinking Relation Classification with Graph Meaning Representations15 Oct 2023
- 2022Strictly Breadth-First AMR Parsing8 Nov 2022
- 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
- 2021DocAMR: Multi-Sentence AMR Representation and Evaluation15 Dec 2021
- 2021Levi Graph AMR Parser using Heterogeneous Attention9 Jul 2021
- 2021The DCU-EPFL Enhanced Dependency Parser at the IWPT 2021 Shared Task5 Jul 2021
- 2021One Semantic Parser to Parse Them All: Sequence to Sequence Multi-Task Learning on Semantic Parsing Datasets8 Jun 2021
3 more
- 2021Learning compositional structures for semantic graph parsing8 Jun 2021
- 2021Polynomial Graph Parsing with Non-Structural Reentrancies5 May 2021
- 2021AMR Parsing with Action-Pointer Transformer29 Apr 2021
- 2021AMR Parsing with Action-Pointer Transformercited by 25
- 2021DocAMR: Multi-Sentence AMR Representation and Evaluationcited by 12
- 2021Learning compositional structures for semantic graph parsingcited by 3
- 2021One Semantic Parser to Parse Them All: Sequence to Sequence Multi-Task Learning on Semantic Parsing Datasetscited by 3
- 2021Levi Graph AMR Parser using Heterogeneous Attentioncited by 2
- 2022Compositional Generalization Requires Compositional Parserscited by 2
- 2024Scope-enhanced Compositional Semantic Parsing for DRTcited by 2
- 2021The DCU-EPFL Enhanced Dependency Parser at the IWPT 2021 Shared Taskcited by 1
- 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
- 2022Strictly Breadth-First AMR Parsingcited by 0
12 most cited of 15 All 15 (JSON)
- 2026On the Role of Directionality in Structural Generalization2 Jul 2026
- 2026Structural Generalization on SLOG without Hand-Written Rules28 Apr 2026
- 2024Scope-enhanced Compositional Semantic Parsing for DRT2 Jul 2024
- 2023Rethinking Relation Classification with Graph Meaning Representations15 Oct 2023
- 2022Strictly Breadth-First AMR Parsing8 Nov 2022
- 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
- 2021DocAMR: Multi-Sentence AMR Representation and Evaluation15 Dec 2021
- 2021Levi Graph AMR Parser using Heterogeneous Attention9 Jul 2021
- 2021The DCU-EPFL Enhanced Dependency Parser at the IWPT 2021 Shared Task5 Jul 2021
- 2021One Semantic Parser to Parse Them All: Sequence to Sequence Multi-Task Learning on Semantic Parsing Datasets8 Jun 2021
12 newest of 15 All 15 (JSON)