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Simpler but More Accurate Semantic Dependency Parsing

arXiv 1807.01396 ↗First posted 3 Jul 2018cs.CLcited by 46

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Abstract (arXiv)

While syntactic dependency annotations concentrate on the surface or functional structure of a sentence, semantic dependency annotations aim to capture between-word relationships that are more closely related to the meaning of a sentence, using graph-structured representations. We extend the LSTM-based syntactic parser of Dozat and Manning (2017) to train on and generate these graph structures. The resulting system on its own achieves state-of-the-art performance, beating the previous, substantially more complex state-of-the-art system by 0.6% labeled F1. Adding linguistically richer input representations pushes the margin even higher, allowing us to beat it by 1.9% labeled F1.

Key facts. Cited by 46 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Jul 2018.

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Citing papers per year: 2021: 14; 2022: 9; 2023: 11; 2024: 7; 2025: 3; 2026: 2.

46 papers.

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  1. 2021Structured Sentiment Analysis as Dependency Graph Parsingcited by 28
  2. 2023Pushing the Limits of ChatGPT on NLP Taskscited by 27
  3. 2021Improving Text-to-SQL with Schema Dependency Learningcited by 25
  4. 2021AMR Parsing with Action-Pointer Transformercited by 25
  5. 2022Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysiscited by 22
  6. 2021Large-Scale Contextualised Language Modelling for Norwegiancited by 21
  7. 2024FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Modelcited by 11
  8. 2021Question Decomposition with Dependency Graphscited by 7
  9. 2021Sparse Fuzzy Attention for Structured Sentiment Analysiscited by 5
  10. 2021Coordinate Constructions in English Enhanced Universal Dependencies: Analysis and Computational Modelingcited by 4
  11. 2022EventGraph: Event Extraction as Semantic Graph Parsingcited by 4
  12. 2023Structural generalization in COGS: Supertagging is (almost) all you needcited by 4
34 more
  1. 2021TGIF: Tree-Graph Integrated-Format Parser for Enhanced UD with Two-Stage Generic- to Individual-Language Finetuningcited by 3
  2. 2022Automated Evaluation for Student Argumentative Writing: A Surveycited by 3
  3. 2023AutoAM: An End-To-End Neural Model for Automatic and Universal Argument Miningcited by 3
  4. 2021Enhanced Universal Dependency Parsing with Automated Concatenation of Embeddingscited by 2
  5. 2021COMBO: State-of-the-Art Morphosyntactic Analysiscited by 2
  6. 2022Direct parsing to sentiment graphscited by 2
  7. 2023On graph-based reentrancy-free semantic parsingcited by 2
  8. 2023JSEEGraph: Joint Structured Event Extraction as Graph Parsingcited by 2
  9. 2023Predicting Music Hierarchies with a Graph-Based Neural Decodercited by 2
  10. 2024Scope-enhanced Compositional Semantic Parsing for DRTcited by 2
  11. 2024Dependency Graph Parsing as Sequence Labelingcited by 2
  12. 2021The DCU-EPFL Enhanced Dependency Parser at the IWPT 2021 Shared Taskcited by 1
  13. 2021Fast and Accurate End-to-End Span-based Semantic Role Labeling as Word-based Graph Parsingcited by 1
  14. 2022Modeling Label Correlations for Second-Order Semantic Dependency Parsing with Mean-Field Inferencecited by 1
  15. 2023Structured Sentiment Analysis as Transition-based Dependency Graph Parsingcited by 1
  16. 2023MuLMS: A Multi-Layer Annotated Text Corpus for Information Extraction in the Materials Science Domaincited by 1
  17. 2024LyS at SemEval-2024 Task 3: An Early Prototype for End-to-End Multimodal Emotion Linking as Graph-Based Parsingcited by 1
  18. 2025End-to-End Argument Mining through Autoregressive Argumentative Structure Predictioncited by 1
  19. 2021Negation-Instance Based Evaluation of End-to-End Negation Resolutioncited by 0
  20. 2021Combining Improvements for Exploiting Dependency Trees in Neural Semantic Parsingcited by 0
  21. 2022A Higher-Order Semantic Dependency Parsercited by 0
  22. 2022Schema-Free Dependency Parsing via Sequence Generationcited by 0
  23. 2022Automatically Generating Counterfactuals for Relation Classificationcited by 0
  24. 2022LySACoru~na at SemEval-2022 Task 10: Repurposing Off-the-Shelf Tools for Sentiment Analysis as Semantic Dependency Parsingcited by 0
  25. 2023Sentence Identification with BOS and EOS Label Combinationscited by 0
  26. 2023Towards Flow Graph Prediction of Open-Domain Procedural Textscited by 0
  27. 2023Knowing-how & Knowing-that: A New Task for Machine Comprehension of User Manualscited by 0
  28. 2024Auxiliary Tasks to Boost Biaffine Semantic Dependency Parsingcited by 0
  29. 2024A Second Look on BASS -- Boosting Abstractive Summarization with Unified Semantic Graphs -- A Replication Studycited by 0
  30. 2024Leveraging Linguistically Enhanced Embeddings for Open Information Extractioncited by 0
  31. 2025Dependency Parsing is More Parameter-Efficient with Normalizationcited by 0
  32. 2025Hierarchical Bracketing Encodings Work for Dependency Graphscited by 0
  33. 2026LLMs Underperform Graph-Based Parsers on Supervised Relation Extraction for Complex Graphscited by 0
  34. 2026GiLT: Augmenting Transformer Language Models with Dependency Graphscited by 0