mlsanityData to 7 Oct 2026

Second-Order Neural Dependency Parsing with Message Passing and End-to-End Training

arXiv 2010.05003 ↗First posted 10 Oct 2020cs.CL cs.LGcited by 17

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Abstract (arXiv)

In this paper, we propose second-order graph-based neural dependency parsing using message passing and end-to-end neural networks. We empirically show that our approaches match the accuracy of very recent state-of-the-art second-order graph-based neural dependency parsers and have significantly faster speed in both training and testing. We also empirically show the advantage of second-order parsing over first-order parsing and observe that the usefulness of the head-selection structured constraint vanishes when using BERT embedding.

Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). First posted on arXiv 10 Oct 2020.

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Citing papers per year: 2021: 7; 2022: 3; 2023: 4; 2024: 1; 2025: 2.

17 papers.

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  1. 2021Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Surveycited by 457
  2. 2021Dependency Parsing as MRC-based Span-Span Predictioncited by 13
  3. 2021Headed-Span-Based Projective Dependency Parsingcited by 11
  4. 2023Joint Entity and Relation Extraction with Span Pruning and Hypergraph Neural Networkscited by 11
  5. 2021Dependency Parsing with Bottom-up Hierarchical Pointer Networkscited by 5
  6. 2021Combining (second-order) graph-based and headed-span-based projective dependency parsingcited by 5
  7. 2021Sparse Fuzzy Attention for Structured Sentiment Analysiscited by 5
  8. 2023Probabilistic Transformer: A Probabilistic Dependency Model for Contextual Word Representationcited by 4
  9. 2023Hexatagging: Projective Dependency Parsing as Taggingcited by 3
  10. 2021Enhanced Universal Dependency Parsing with Automated Concatenation of Embeddingscited by 2
  11. 2023Linear-Time Modeling of Linguistic Structure: An Order-Theoretic Perspectivecited by 2
  12. 2022Modeling Label Correlations for Second-Order Semantic Dependency Parsing with Mean-Field Inferencecited by 1
5 more
  1. 2022Modeling Instance Interactions for Joint Information Extraction with Neural High-Order Conditional Random Fieldcited by 1
  2. 2024Revisiting Structured Sentiment Analysis as Latent Dependency Graph Parsingcited by 1
  3. 2022Schema-Free Dependency Parsing via Sequence Generationcited by 0
  4. 2025Scaling Graph-Based Dependency Parsing with Arc Vectorization and Attention-Based Refinementcited by 0
  5. 2025Dependency Parsing with the Structuralized Prompt Templatecited by 0