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🧾 Semantic parsing & meaning representation

120 papers · page 2 of 2 · 26–120 · the most cited first · all topics

From sentences to formal meaning: logical forms, AMR, and natural language to queries.

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  1. emrQA: A Large Corpus for Question Answering on Electronic Medical RecordsAnusri Pampari, Preethi Raghavan, Jennifer Liang, et al.2018 · 285 citations
  2. Lexical Generalization in CCG Grammar Induction for Semantic ParsingTom Kwiatkowski, Luke Zettlemoyer, Sharon Goldwater, et al.2011 · 283 citations
  3. Semantic Parsing for Task Oriented Dialog using Hierarchical RepresentationsSonal Gupta, Rushin Shah, Mrinal Mohit, et al.2018 · 280 citations
  4. RESDSQL: Decoupling Schema Linking and Skeleton Parsing for Text-to-SQLHaoyang Li, Jing Zhang, Cuiping Li, et al.2023 · 277 citations
  5. Representing Schema Structure with Graph Neural Networks for Text-to-SQL ParsingBen Bogin, Jonathan Berant, Matt Gardner2019 · 272 citations
  6. A Transition-based Algorithm for AMR ParsingChuan Wang, Nianwen Xue, Sameer Pradhan2015 · 268 citations
  7. Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic ParsingXi Victoria Lin, Richard Socher, Caiming Xiong2020 · 261 citations
  8. CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to DatabasesTao Yu, Rui Zhang, Heyang Er, et al.2019 · 261 citations
  9. Language to Logical Form with Neural AttentionLi Dong, Mirella Lapata2016 · 255 citations
  10. Learning Context-Dependent Mappings from Sentences to Logical FormLuke Zettlemoyer, Michael Collins2009 · 246 citations
  11. MTOP: A Comprehensive Multilingual Task-Oriented Semantic Parsing BenchmarkHaoran Li, Abhinav Arora, Shuohui Chen, et al.2021 · 239 citations
  12. RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL ParsersBailin Wang, Richard Shin, Xiaodong Liu, et al.2020 · 239 citations
  13. Broad-coverage CCG Semantic Parsing with AMRYoav Artzi, Kenton Lee, Luke Zettlemoyer2015 · 228 citations
  14. SParC: Cross-Domain Semantic Parsing in ContextTao Yu, Rui Zhang, Michihiro Yasunaga, et al.2019 · 227 citations
  15. Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge BaseWen-tau Yih, Ming-Wei Chang, Xiaodong He, et al.2015 · 203 citations
  16. AMR Parsing via Graph-Sequence Iterative InferenceDeng Cai, Wai Lam2020 · 168 citations
  17. Structure-Grounded Pretraining for Text-to-SQLXiang Deng, Ahmed Hassan Awadallah, Christopher Meek, et al.2021 · 166 citations
  18. Abstract Meaning Representation for Multi-Document SummarizationKexin Liao, Logan Lebanoff, Fei Liu2018 · 166 citations
  19. Frame-Semantic Parsing with Softmax-Margin Segmental RNNs and a Syntactic ScaffoldSwabha Swayamdipta, Sam Thomson, Chris Dyer, et al.2017 · 160 citations
  20. Semantic Neural Machine Translation Using AMRLinfeng Song, Daniel Gildea, Yue Zhang, et al.2019 · 159 citations
  21. Graph Pre-training for AMR Parsing and GenerationXuefeng Bai, Yulong Chen, Yue Zhang2022 · 153 citations
  22. Generation from Abstract Meaning Representation using Tree TransducersJeffrey Flanigan, Chris Dyer, Noah A. Smith, et al.2016 · 152 citations
  23. Investigating Pretrained Language Models for Graph-to-Text GenerationLeonardo F. R. Ribeiro, Martin Schmitt, Hinrich Schütze, et al.2021 · 149 citations
  24. Aligning English Strings with Abstract Meaning Representation GraphsNima Pourdamghani, Yang Gao, Ulf Hermjakob, et al.2014 · 143 citations
  25. Neural Semantic Parsing by Character-based Translation: Experiments with Abstract Meaning RepresentationsRik van Noord, Johan Bos2017 · 137 citations
  26. The Parallel Meaning Bank: Towards a Multilingual Corpus of Translations Annotated with Compositional Meaning RepresentationsLasha Abzianidze, Johannes Bjerva, Kilian Evang, et al.2017 · 134 citations
  27. Scaling Semantic Parsers with On-the-Fly Ontology MatchingTom Kwiatkowski, Eunsol Choi, Yoav Artzi, et al.2013 · 134 citations
  28. Generation by Inverting a Semantic Parser that Uses Statistical Machine TranslationYuk Wah Wong, Raymond Mooney2007 · 134 citations
  29. An Incremental Parser for Abstract Meaning RepresentationMarco Damonte, Shay B. Cohen, Giorgio Satta2017 · 117 citations
  30. Boosting Transition-based AMR Parsing with Refined Actions and Auxiliary AnalyzersChuan Wang, Nianwen Xue, Sameer Pradhan2015 · 115 citations
  31. Crowdsourcing Question-Answer Meaning RepresentationsJulian Michael, Gabriel Stanovsky, Luheng He, et al.2018 · 112 citations
  32. Generating English from Abstract Meaning RepresentationsNima Pourdamghani, Kevin Knight, Ulf Hermjakob2016 · 111 citations
  33. Parsing English into Abstract Meaning Representation Using Syntax-Based Machine TranslationMichael Pust, Ulf Hermjakob, Kevin Knight, et al.2015 · 109 citations
  34. AMR-To-Text Generation with Graph TransformerTianming Wang, Xiaojun Wan, Hanqi Jin2020 · 108 citations
  35. AMR-to-text Generation with Synchronous Node Replacement GrammarLinfeng Song, Xiaochang Peng, Yue Zhang, et al.2017 · 108 citations
  36. Not an Interlingua, But Close: Comparison of English AMRs to Chinese and CzechNianwen Xue, Ondřej Bojar, Jan Hajič, et al.2014 · 106 citations
  37. A Joint Sequential and Relational Model for Frame-Semantic ParsingBishan Yang, Tom Mitchell2017 · 98 citations
  38. Probabilistic Frame-Semantic ParsingDipanjan Das, Nathan Schneider, Desai Chen, et al.2010 · 87 citations
  39. CAMR at SemEval-2016 Task 8: An Extended Transition-based AMR ParserChuan Wang, Sameer Pradhan, Xiaoman Pan, et al.2016 · 80 citations
  40. AMR Parsing with an Incremental Joint ModelJunsheng Zhou, Feiyu Xu, Hans Uszkoreit, et al.2016 · 79 citations
  41. DuSQL: A Large-Scale and Pragmatic Chinese Text-to-SQL DatasetLijie Wang, Ao Zhang, Kun Wu, et al.2020 · 63 citations
  42. Squib: Expressive Power of Abstract Meaning RepresentationsJohan Bos2016 · 62 citations
  43. Annotation of Tense and Aspect Semantics for Sentential AMRLucia Donatelli, Michael Regan, William Croft, et al.2018 · 57 citations
  44. Translation by Quasi Logical Form TransferHiyan Alshawi, David Carter, Manny Rayner, et al.1991 · 54 citations
  45. Towards a Decomposable Metric for Explainable Evaluation of Text Generation from AMRJuri Opitz, Anette Frank2021 · 50 citations
  46. Weisfeiler-Leman in the Bamboo: Novel AMR Graph Metrics and a Benchmark for AMR Graph SimilarityJuri Opitz, Angel Daza, Anette Frank2021 · 47 citations
  47. Linguistic realisation as machine translation: Comparing different MT models for AMR-to-text generationThiago Castro Ferreira, Iacer Calixto, Sander Wubben, et al.2017 · 46 citations
  48. Semi-Supervised Frame-Semantic Parsing for Unknown PredicatesDipanjan Das, Noah A. Smith2011 · 41 citations
  49. Evaluating FrameNet-style semantic parsing: the role of coverage gaps in FrameNetAlexis Palmer, Caroline Sporleder2010 · 41 citations
  50. Open Text Semantic Parsing Using FrameNet and WordNetLei Shi, Rada Mihalcea2004 · 30 citations
  51. Factorising AMR generation through syntaxKris Cao, Stephen Clark2019 · 28 citations
  52. A Structured Syntax-Semantics Interface for English-AMR AlignmentIda Szubert, Adam Lopez, Nathan Schneider2018 · 26 citations
  53. Dealing with Co-reference in Neural Semantic ParsingRik van Noord, Johan Bos2017 · 26 citations
  54. ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-TranslationKuan-Hao Huang, Varun Iyer, I-Hung Hsu, et al.2023 · 24 citations
  55. DocAMR: Multi-Sentence AMR Representation and EvaluationTahira Naseem, Austin Blodgett, Sadhana Kumaravel, et al.2022 · 24 citations
  56. A Human Evaluation of AMR-to-English Generation SystemsEmma Manning, Shira Wein, Nathan Schneider2020 · 24 citations
  57. A Double-Graph Based Framework for Frame Semantic ParsingCe Zheng, Xudong Chen, Runxin Xu, et al.2022 · 20 citations
  58. Unsupervised AMR-Dependency Parse AlignmentWei-Te Chen, Martha Palmer2017 · 20 citations
  59. RIGOTRIO at SemEval-2017 Task 9: Combining Machine Learning and Grammar Engineering for AMR Parsing and GenerationNormunds Gruzitis, Didzis Gosko, Guntis Barzdins2017 · 19 citations
  60. Assessing the Cross-linguistic Utility of Abstract Meaning RepresentationShira Wein, Nathan Schneider2024 · 17 citations
  61. Event Detection Using Frame-Semantic ParserEvangelia Spiliopoulou, Eduard Hovy, Teruko Mitamura2017 · 17 citations
  62. Lost in Translationese? Reducing Translation Effect Using Abstract Meaning RepresentationShira Wein, Nathan Schneider2024 · 16 citations
  63. Mapping AMR to UMR: Resources for Adapting Existing Corpora for Cross-Lingual CompatibilityJulia Bonn, Skatje Myers, Jens E. L. Van Gysel, et al.2023 · 15 citations
  64. Unsupervised Syntactically Controlled Paraphrase Generation with Abstract Meaning RepresentationsKuan-Hao Huang, Varun Iyer, Anoop Kumar, et al.2022 · 15 citations
  65. Joint Universal Syntactic and Semantic ParsingElias Stengel-Eskin, Kenton Murray, Sheng Zhang, et al.2021 · 15 citations
  66. Ar-Spider: Text-to-SQL in ArabicSaleh Almohaimeed, Saad Almohaimeed, Mansour Al Ghanim, et al.2024 · 13 citations
  67. AMR-TST: Abstract Meaning Representation-based Text Style TransferKaize Shi, Xueyao Sun, Li He, et al.2023 · 11 citations
  68. T-STAR: Truthful Style Transfer using AMR Graph as Intermediate RepresentationAnubhav Jangra, Preksha Nema, Aravindan Raghuveer2022 · 11 citations
  69. Linear Cross-document Event Coreference Resolution with X-AMRShafiuddin Rehan Ahmed, George Arthur Baker, Evi Judge, et al.2024 · 9 citations
  70. Open-source Frame Semantic ParsingDavid Chanin2023 · 9 citations
  71. Referenceless Parsing-Based Evaluation of AMR-to-English GenerationEmma Manning, Nathan Schneider2021 · 9 citations
  72. Deterministic natural language generation from meaning representations for machine translationAlastair Butler2016 · 9 citations
  73. Survey of Abstract Meaning Representation: Then, Now, FutureBehrooz Mansouri2025 · 8 citations
  74. Measuring Fine-Grained Semantic Equivalence with Abstract Meaning RepresentationShira Wein, Zhuxin Wang, Nathan Schneider2023 · 4 citations
  75. Meaning Representation of English Prepositional Phrase Roles: SNACS Supersenses vs. Tectogrammatical FunctorsWesley Scivetti, Nathan Schneider2023 · 3 citations
  76. Prompt Engineering Techniques for Context-dependent Text-to-SQL in ArabicSaleh Almohaimeed, May Alsofyani, Saad Almohaimeed, et al.2025 · 2 citations
  77. Bridging Semantic Frameworks: mapping DRS onto AMRSiyana Pavlova, Maxime Amblard, Bruno Guillaume2023 · 2 citations
  78. A Partially Rule-Based Approach to AMR GenerationEmma Manning2019 · 2 citations
  79. Sema System for the DMR 2026 Shared Task: Multistage UMR Parsing with Qwen3-4BRémi de Vergnette, Maxime Amblard2026 · 1 citation
  80. Word Alignment-Based Evaluation of Uniform Meaning RepresentationsDaniel Zeman, Federica Gamba2026 · 1 citation
  81. Generating Text from Uniform Meaning RepresentationEmma Markle, Reihaneh Iranmanesh, Shira Wein2025 · 1 citation
  82. Compositional Meaning Representations in LLMs: a Critical Review of Probing StudiesRémy Marro2026
  83. Extracting First Order Logic formulas from graphical semantic representationsRémi de Vergnette, Vincent Tourneur, Maxime Amblard2026
  84. Meaning Representations as Variational Quantum CircuitsTilen Gaetano Limbäck-Stokin, Tanishka A. Birdavade, Kin Ian Lo, et al.2026
  85. Modelling Idiomatic Expressions in Abstract Meaning RepresentationVenera Gareeva, Johannes Heinecke2026
  86. Modular Neural Machine Translation with a Semantic Pivot - Pilot Study Using AMRWenyang Gao, Yaxuan Li, Yunxin Bao, et al.2026
  87. Non-literal Meaning Representation in the Brain during Naturalistic ListeningZhengwu Ma, Yuhan Huang, Chengcheng Wang, et al.2026
  88. Regression-Tested Compositional Semantics: A Graphical Development Environment for Glue and Description-by-AnalysisMark-Matthias Zymla, Kascha Kruschwitz2026
  89. Retrieval-augmented Chain-of-thought Prompting Method for Chinese Frame Semantic Parsing (基于检索增强思维提示的汉语框架语义解析方法)Yingxu Li (李迎旭), Tao Chen (陈涛), Binyang Li (李斌阳), et al.2026
  90. Semantic Parsing for Evaluating Large Language Models: Separating Linguistic Abilities with YARNRémi DE VERGNETTE, Maxime Amblard2026
  91. SWAN: Semantic Watermarking with Abstract Meaning RepresentationZiping Ye, Gourab Dey, Christos Christodoulopoulos, et al.2026
  92. Syntax is the Key to Semantics: Combining Universal Dependencies and Abstract Meaning RepresentationJohannes Heinecke2026
  93. TrAinMR: an Annotator Training Website for Abstract Meaning RepresentationMina Yang, Shira Wein2026
  94. A Survey of Semantic Representation Methods for Natural Language Understanding (面向自然语言理解的语义表示方法综述)Xiang Zhang (张翔), Shizhu He (何世柱), Yuanzhe Zhang (张元哲), et al.2025
  95. The Role of PropBank Sense IDs in AMR-to-text Generation and Text-to-AMR ParsingThu Hoang, Mina Yang, Shira Wein2025

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