mlsanityData to 14 Oct 2026

AMR Parsing as Sequence-to-Graph Transduction

arXiv 1905.08704 ↗First posted 21 May 2019cs.CLcited by 50

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Abstract (arXiv)

We propose an attention-based model that treats AMR parsing as sequence-to-graph transduction. Unlike most AMR parsers that rely on pre-trained aligners, external semantic resources, or data augmentation, our proposed parser is aligner-free, and it can be effectively trained with limited amounts of labeled AMR data. Our experimental results outperform all previously reported SMATCH scores, on both AMR 2.0 (76.3% F1 on LDC2017T10) and AMR 1.0 (70.2% F1 on LDC2014T12).

Key facts. Cited by 50 papers in the map (data through 14 Oct 2026). First posted on arXiv 21 May 2019.

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Citing papers per year: 2021: 19; 2022: 14; 2023: 11; 2024: 1; 2025: 4; 2026: 1.

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  1. 2021Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Surveycited by 463
  2. 2023A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPTcited by 224
  3. 2022Graph Pre-training for AMR Parsing and Generationcited by 55
  4. 2022Calibrated Interpretation: Confidence Estimation in Semantic Parsingcited by 33
  5. 2021Maximum Bayes Smatch Ensemble Distillation for AMR Parsingcited by 29
  6. 2021AMR Parsing with Action-Pointer Transformercited by 25
  7. 2021Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsingcited by 25
  8. 2021Semantic Representation for Dialogue Modelingcited by 24
  9. 2023SMATCH++: Standardized and Extended Evaluation of Semantic Graphscited by 21
  10. 2021Calibrating Concepts and Operations: Towards Symbolic Reasoning on Real Imagescited by 14
  11. 2021Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Argumentscited by 14
  12. 2022Inducing and Using Alignments for Transition-based AMR Parsingcited by 12
38 more
  1. 2023ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translationcited by 11
  2. 2023World Models for Math Story Problemscited by 11
  3. 2021Hierarchical Curriculum Learning for AMR Parsingcited by 10
  4. 2021Multilingual AMR Parsing with Noisy Knowledge Distillationcited by 8
  5. 2021A Graph-Based Neural Model for End-to-End Frame Semantic Parsingcited by 7
  6. 2023Incorporating Graph Information in Transformer-based AMR Parsingcited by 7
  7. 2022T-STAR: Truthful Style Transfer using AMR Graph as Intermediate Representationcited by 6
  8. 2021Joint Universal Syntactic and Semantic Parsingcited by 5
  9. 2022ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRscited by 5
  10. 2022Retrofitting Multilingual Sentence Embeddings with Abstract Meaning Representationcited by 5
  11. 2023Did You Mean...? Confidence-based Trade-offs in Semantic Parsingcited by 5
  12. 2021Efficient Mind-Map Generation via Sequence-to-Graph and Reinforced Graph Refinementcited by 4
  13. 2022Hierarchical Context Tagging for Utterance Rewritingcited by 4
  14. 2022Visual Semantic Parsing: From Images to Abstract Meaning Representationcited by 4
  15. 2021Capturing Logical Structure of Visually Structured Documents with Multimodal Transition Parsercited by 3
  16. 2022State of the Art in Artificial Intelligence applied to the Legal Domaincited by 3
  17. 2022Translate First Reorder Later: Leveraging Monotonicity in Semantic Parsingcited by 3
  18. 2023Discourse Representation Structure Parsing for Chinesecited by 3
  19. 2021Levi Graph AMR Parser using Heterogeneous Attentioncited by 2
  20. 2021Graph-Based Decoding for Task Oriented Semantic Parsingcited by 2
  21. 2022When More Data Hurts: A Troubling Quirk in Developing Broad-Coverage Natural Language Understanding Systemscited by 2
  22. 2022SGRAM: Improving Scene Graph Parsing via Abstract Meaning Representationcited by 2
  23. 2022Cross-domain Generalization for AMR Parsingcited by 2
  24. 2023Holistic Exploration on Universal Decompositional Semantic Parsing: Architecture, Data Augmentation, and LLM Paradigmcited by 2
  25. 2023Coreference Graph Guidance for Mind-Map Generationcited by 2
  26. 2025Survey of Abstract Meaning Representation: Then, Now, Futurecited by 2
  27. 2021Parsing Indonesian Sentence into Abstract Meaning Representation using Machine Learning Approachcited by 1
  28. 2021A Transition-based Parser for Unscoped Episodic Logical Formscited by 1
  29. 2021Making Better Use of Bilingual Information for Cross-Lingual AMR Parsingcited by 1
  30. 2024Adapting Abstract Meaning Representation Parsing to the Clinical Narrative -- the SPRING THYME parsercited by 1
  31. 2025Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representationcited by 1
  32. 2021Self-Attentive Constituency Parsing for UCCA-based Semantic Parsingcited by 0
  33. 2022Strictly Breadth-First AMR Parsingcited by 0
  34. 2023A Semi-Autoregressive Graph Generative Model for Dependency Graph Parsingcited by 0
  35. 2023Guiding AMR Parsing with Reverse Graph Linearizationcited by 0
  36. 2025Evaluation of Finetuned LLMs in AMR Parsingcited by 0
  37. 2025Faithfulness metric fusion: Improving the evaluation of LLM trustworthiness across domainscited by 0
  38. 2026Ontology for Policing: Conceptual Knowledge Learning for Semantic Understanding and Reasoning in Law Enforcement Reportscited by 0