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Open Domain Event Extraction Using Neural Latent Variable Models

arXiv 1906.06947 ↗First posted 17 Jun 2019cs.CLcited by 17

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Abstract (arXiv)

We consider open domain event extraction, the task of extracting unconstraint types of events from news clusters. A novel latent variable neural model is constructed, which is scalable to very large corpus. A dataset is collected and manually annotated, with task-specific evaluation metrics being designed. Results show that the proposed unsupervised model gives better performance compared to the state-of-the-art method for event schema induction.

Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). First posted on arXiv 17 Jun 2019.

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Citing papers per year: 2021: 6; 2022: 3; 2023: 2; 2024: 1; 2025: 3; 2026: 2.

17 papers.

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  1. 2021What is Event Knowledge Graph: A Surveycited by 19
  2. 2021Corpus-based Open-Domain Event Type Inductioncited by 18
  3. 2023Hierarchical and Incremental Structural Entropy Minimization for Unsupervised Social Event Detectioncited by 15
  4. 2021A Survey on Deep Learning Event Extraction: Approaches and Applicationscited by 12
  5. 2022Open-Vocabulary Argument Role Prediction for Event Extractioncited by 11
  6. 2023Harvesting Event Schemas from Large Language Modelscited by 6
  7. 2021Event Extraction by Associating Event Types and Argument Rolescited by 5
  8. 2021An overview of event extraction and its applicationscited by 5
  9. 2025Event Extraction in Large Language Modelcited by 5
  10. 2022Semi-supervised New Event Type Induction and Description via Contrastive Loss-Enforced Batch Attentioncited by 4
  11. 2025LegalCore: A Dataset for Event Coreference Resolution in Legal Documentscited by 4
  12. 2021Forecasting Crude Oil Price Using Event Extractioncited by 3
5 more
  1. 2025SEOE: A Scalable and Reliable Semantic Evaluation Framework for Open Domain Event Detectioncited by 3
  2. 2024EXCEEDS: Extracting Complex Events via Nugget-based Grid Modeling in Scientific Domaincited by 1
  3. 2022Extracting Space Situational Awareness Events from News Textcited by 0
  4. 2026A Multimodal Text- and Graph-Based Approach for Open-Domain Event Extraction from Documentscited by 0
  5. 2026EVENT5Ws: A Large Dataset for Open-Domain Event Extraction from Documentscited by 0