mlsanityData to 7 Oct 2026

A Span Selection Model for Semantic Role Labeling

arXiv 1810.02245 ↗First posted 4 Oct 2018cs.CLcited by 15

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Abstract (arXiv)

We present a simple and accurate span-based model for semantic role labeling (SRL). Our model directly takes into account all possible argument spans and scores them for each label. At decoding time, we greedily select higher scoring labeled spans. One advantage of our model is to allow us to design and use span-level features, that are difficult to use in token-based BIO tagging approaches. Experimental results demonstrate that our ensemble model achieves the state-of-the-art results, 87.4 F1 and 87.0 F1 on the CoNLL-2005 and 2012 datasets, respectively.

Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 Oct 2018.

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Citing papers per year: 2021: 10; 2022: 3; 2023: 1; 2024: 1.

15 papers.

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  1. 2023Pushing the Limits of ChatGPT on NLP Taskscited by 27
  2. 2021Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Argumentscited by 14
  3. 2021Demoting the Lead Bias in News Summarization via Alternating Adversarial Learningcited by 10
  4. 2022A Double-Graph Based Framework for Frame Semantic Parsingcited by 10
  5. 2021Conversational Semantic Role Labelingcited by 8
  6. 2021Syntax-Aware Graph-to-Graph Transformer for Semantic Role Labellingcited by 8
  7. 2021Constraining Linear-chain CRFs to Regular Languagescited by 6
  8. 2021WhyAct: Identifying Action Reasons in Lifestyle Vlogscited by 6
  9. 2021An MRC Framework for Semantic Role Labelingcited by 3
  10. 2022A Structured Span Selectorcited by 3
  11. 2021Argument Linking: A Survey and Forecastcited by 2
  12. 2021Sent2Span: Span Detection for PICO Extraction in the Biomedical Text without Span Annotationscited by 2
3 more
  1. 2021GrammarTagger: A Multilingual, Minimally-Supervised Grammar Profiler for Language Educationcited by 1
  2. 2022SPOT: Knowledge-Enhanced Language Representations for Information Extractioncited by 1
  3. 2024Semantic Role Labeling of NomBank Partitivescited by 0