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The Universal Decompositional Semantics Dataset and Decomp Toolkit

arXiv 1909.13851 ↗First posted 30 Sep 2019cs.CLcited by 10

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Abstract (arXiv)

We present the Universal Decompositional Semantics (UDS) dataset (v1.0), which is bundled with the Decomp toolkit (v0.1). UDS1.0 unifies five high-quality, decompositional semantics-aligned annotation sets within a single semantic graph specification---with graph structures defined by the predicative patterns produced by the PredPatt tool and real-valued node and edge attributes constructed using sophisticated normalization procedures. The Decomp toolkit provides a suite of Python 3 tools for querying UDS graphs using SPARQL. Both UDS1.0 and Decomp0.1 are publicly available at http://decomp.io.

Key facts. Cited by 10 papers in the map (data through 14 Oct 2026). First posted on arXiv 30 Sep 2019.

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Citing papers per year: 2021: 3; 2022: 5; 2023: 2.

10 papers.

  1. 2021Dynabench: Rethinking Benchmarking in NLPcited by 459
  2. 2022Revise and Resubmit: An Intertextual Model of Text-based Collaboration in Peer Reviewcited by 37
  3. 2023Natural Language Decompositions of Implicit Content Enable Better Text Representationscited by 19
  4. 2021Decomposing and Recomposing Event Structurecited by 5
  5. 2021Joint Universal Syntactic and Semantic Parsingcited by 5
  6. 2022When More Data Hurts: A Troubling Quirk in Developing Broad-Coverage Natural Language Understanding Systemscited by 2
  7. 2022On Event Individuation for Document-Level Information Extractioncited by 2
  8. 2023Holistic Exploration on Universal Decompositional Semantic Parsing: Architecture, Data Augmentation, and LLM Paradigmcited by 2
  9. 2022Multi-Task Learning for Joint Semantic Role and Proto-Role Labelingcited by 1
  10. 2022The Curious Case of Controlcited by 0