mlsanityData to 7 Oct 2026

Dependency or Span, End-to-End Uniform Semantic Role Labeling

arXiv 1901.05280 ↗First posted 16 Jan 2019cs.CLcited by 22

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Abstract (arXiv)

Semantic role labeling (SRL) aims to discover the predicateargument structure of a sentence. End-to-end SRL without syntactic input has received great attention. However, most of them focus on either span-based or dependency-based semantic representation form and only show specific model optimization respectively. Meanwhile, handling these two SRL tasks uniformly was less successful. This paper presents an end-to-end model for both dependency and span SRL with a unified argument representation to deal with two different types of argument annotations in a uniform fashion. Furthermore, we jointly predict all predicates and arguments, especially including long-term ignored predicate identification subtask. Our single model achieves new state-of-the-art results on both span (CoNLL 2005, 2012) and dependency (CoNLL 2008, 2009) SRL benchmarks.

Key facts. Cited by 22 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Jan 2019.

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Citing papers per year: 2021: 14; 2022: 5; 2023: 2; 2024: 0; 2025: 1.

22 papers.

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  1. 2021Structured Prediction as Translation between Augmented Natural Languagescited by 183
  2. 2022DeepStruct: Pretraining of Language Models for Structure Predictioncited by 45
  3. 2021Entity Relation Extraction as Dependency Parsing in Visually Rich Documentscited by 23
  4. 2021End-to-end Semantic Role Labeling with Neural Transition-based Modelcited by 22
  5. 2021Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognitioncited by 18
  6. 2021Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Argumentscited by 14
  7. 2021Seeking Common but Distinguishing Difference, A Joint Aspect-based Sentiment Analysis Modelcited by 13
  8. 2021Conversational Semantic Role Labelingcited by 8
  9. 2021Syntax-Aware Graph-to-Graph Transformer for Semantic Role Labellingcited by 8
  10. 2022Computational historical linguistics and language diversity in South Asiacited by 8
  11. 2021A Graph-Based Neural Model for End-to-End Frame Semantic Parsingcited by 7
  12. 2021Constraining Linear-chain CRFs to Regular Languagescited by 6
10 more
  1. 2022Semantic Role Labeling Meets Definition Modeling: Using Natural Language to Describe Predicate-Argument Structurescited by 4
  2. 2021An MRC Framework for Semantic Role Labelingcited by 3
  3. 2022A Structured Span Selectorcited by 3
  4. 2022Transition-based Semantic Role Labeling with Pointer Networkscited by 3
  5. 2021ELIT: Emory Language and Information Toolkitcited by 2
  6. 2021Fast and Accurate End-to-End Span-based Semantic Role Labeling as Word-based Graph Parsingcited by 1
  7. 2021Neural Unsupervised Semantic Role Labelingcited by 0
  8. 2023Integrating Semantic Information into Sketchy Reading Module of Retro-Reader for Vietnamese Machine Reading Comprehensioncited by 0
  9. 2023Channel-aware Decoupling Network for Multi-turn Dialogue Comprehensioncited by 0
  10. 2025Joint Automatic Speech Recognition And Structure Learning For Better Speech Understandingcited by 0