mlsanityData to 7 Oct 2026

Neural Semantic Role Labeling with Dependency Path Embeddings

arXiv 1605.07515 ↗First posted 24 May 2016cs.CLcited by 15

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Abstract (arXiv)

This paper introduces a novel model for semantic role labeling that makes use of neural sequence modeling techniques. Our approach is motivated by the observation that complex syntactic structures and related phenomena, such as nested subordinations and nominal predicates, are not handled well by existing models. Our model treats such instances as sub-sequences of lexicalized dependency paths and learns suitable embedding representations. We experimentally demonstrate that such embeddings can improve results over previous state-of-the-art semantic role labelers, and showcase qualitative improvements obtained by our method.

Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 May 2016.

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Citing papers per year: 2021: 7; 2022: 3; 2023: 2; 2024: 1; 2025: 0; 2026: 2.

15 papers.

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  1. 2023Pushing the Limits of ChatGPT on NLP Taskscited by 27
  2. 2021End-to-end Semantic Role Labeling with Neural Transition-based Modelcited by 22
  3. 2021Linguistic Frameworks Go Toe-to-Toe at Neuro-Symbolic Language Modelingcited by 10
  4. 2021Syntax-Aware Graph-to-Graph Transformer for Semantic Role Labellingcited by 8
  5. 2022Semantic Role Labeling Meets Definition Modeling: Using Natural Language to Describe Predicate-Argument Structurescited by 4
  6. 2021An MRC Framework for Semantic Role Labelingcited by 3
  7. 2022Transition-based Semantic Role Labeling with Pointer Networkscited by 3
  8. 2021Sister Help: Data Augmentation for Frame-Semantic Role Labelingcited by 2
  9. 2023Mixture-of-Linguistic-Experts Adapters for Improving and Interpreting Pre-trained Language Modelscited by 2
  10. 2021Hierarchical Multitask Learning with Dependency Parsing for Japanese Semantic Role Labeling Improves Performance of Argument Identificationcited by 0
  11. 2021Neural Unsupervised Semantic Role Labelingcited by 0
  12. 2022PriMeSRL-Eval: A Practical Quality Metric for Semantic Role Labeling Systems Evaluationcited by 0
3 more
  1. 2024Semantic Role Labeling of NomBank Partitivescited by 0
  2. 2026Revisiting Semantic Role Labeling: Efficient Structured Inference with Dependency-Informed Analysiscited by 0
  3. 2026Emergent Semantic Role Understanding in Language Modelscited by 0