Giveme5W1H: A Universal System for Extracting Main Events from News Articles
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Abstract (arXiv)
Event extraction from news articles is a commonly required prerequisite for various tasks, such as article summarization, article clustering, and news aggregation. Due to the lack of universally applicable and publicly available methods tailored to news datasets, many researchers redundantly implement event extraction methods for their own projects. The journalistic 5W1H questions are capable of describing the main event of an article, i.e., by answering who did what, when, where, why, and how. We provide an in-depth description of an improved version of Giveme5W1H, a system that uses syntactic and domain-specific rules to automatically extract the relevant phrases from English news articles to provide answers to these 5W1H questions. Given the answers to these questions, the system determines an article's main event. In an expert evaluation with three assessors and 120 articles, we determined an overall precision of p=0.73, and p=0.82 for answering the first four W questions, which alone can sufficiently summarize the main event reported on in a news article. We recently made our system publicly available, and it remains the only universal open-source 5W1H extractor capable of being applied to a wide range of use cases in news analysis.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Sep 2019.
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Citing papers per year: 2021: 3; 2022: 1; 2023: 2; 2024: 3; 2025: 1; 2026: 5.
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- 2024ULTRA: Unleash LLMs' Potential for Event Argument Extraction through Hierarchical Modeling and Pair-wise Self-Refinementcited by 12
- 2023MAVEN-Arg: Completing the Puzzle of All-in-One Event Understanding Dataset with Event Argument Annotationcited by 6
- 20245W1H Extraction With Large Language Modelscited by 3
- 2021ArgFuse: A Weakly-Supervised Framework for Document-Level Event Argument Aggregationcited by 2
- 2021American Hate Crime Trends Prediction with Event Extractioncited by 2
- 2021Neural News Recommendation with Event Extractioncited by 2
- 2024Harvesting Events from Multiple Sources: Towards a Cross-Document Event Extraction Paradigmcited by 2
- 2026DimMem: Dimensional Structuring for Efficient Long-Term Agent Memorycited by 2
- 2022Semi-Supervised Graph Attention Networks for Event Representation Learningcited by 0
- 2023GlobalNER: Incorporating Non-local Information into Named Entity Recognitioncited by 0
- 2025Automated Journalistic Questions: A New Method for Extracting 5W1H in Frenchcited by 0
- 2026A Multimodal Text- and Graph-Based Approach for Open-Domain Event Extraction from Documentscited by 0
- 2026TAGGRAPH: Tag-Augmented Graphs for Graph Retrieval of Agent Persistent Histories29 Sep 2026
- 2026ARGUS: Role-Aware Event Knowledge Graphs for U.S. Employment-Discrimination Complaints24 Sep 2026
- 2026DimMem: Dimensional Structuring for Efficient Long-Term Agent Memory15 May 2026
- 2026EVENT5Ws: A Large Dataset for Open-Domain Event Extraction from Documents23 Apr 2026
- 2026A Multimodal Text- and Graph-Based Approach for Open-Domain Event Extraction from Documents23 Apr 2026
- 2025Automated Journalistic Questions: A New Method for Extracting 5W1H in French20 May 2025
- 2024Harvesting Events from Multiple Sources: Towards a Cross-Document Event Extraction Paradigm23 Jun 2024
- 20245W1H Extraction With Large Language Models25 May 2024
- 2024ULTRA: Unleash LLMs' Potential for Event Argument Extraction through Hierarchical Modeling and Pair-wise Self-Refinement24 Jan 2024
- 2023MAVEN-Arg: Completing the Puzzle of All-in-One Event Understanding Dataset with Event Argument Annotation15 Nov 2023
- 2023GlobalNER: Incorporating Non-local Information into Named Entity Recognition6 Mar 2023
- 2022Semi-Supervised Graph Attention Networks for Event Representation Learning2 Jan 2022
3 more
- 2024ULTRA: Unleash LLMs' Potential for Event Argument Extraction through Hierarchical Modeling and Pair-wise Self-Refinementcited by 12
- 2023MAVEN-Arg: Completing the Puzzle of All-in-One Event Understanding Dataset with Event Argument Annotationcited by 6
- 20245W1H Extraction With Large Language Modelscited by 3
- 2021ArgFuse: A Weakly-Supervised Framework for Document-Level Event Argument Aggregationcited by 2
- 2021American Hate Crime Trends Prediction with Event Extractioncited by 2
- 2021Neural News Recommendation with Event Extractioncited by 2
- 2024Harvesting Events from Multiple Sources: Towards a Cross-Document Event Extraction Paradigmcited by 2
- 2022Semi-Supervised Graph Attention Networks for Event Representation Learningcited by 0
- 2023GlobalNER: Incorporating Non-local Information into Named Entity Recognitioncited by 0
- 2025Automated Journalistic Questions: A New Method for Extracting 5W1H in Frenchcited by 0
- 2026A Multimodal Text- and Graph-Based Approach for Open-Domain Event Extraction from Documentscited by 0
- 2026EVENT5Ws: A Large Dataset for Open-Domain Event Extraction from Documentscited by 0
12 most cited of 13 All 13 (JSON)
- 2026ARGUS: Role-Aware Event Knowledge Graphs for U.S. Employment-Discrimination Complaints24 Sep 2026
- 2026EVENT5Ws: A Large Dataset for Open-Domain Event Extraction from Documents23 Apr 2026
- 2026A Multimodal Text- and Graph-Based Approach for Open-Domain Event Extraction from Documents23 Apr 2026
- 2025Automated Journalistic Questions: A New Method for Extracting 5W1H in French20 May 2025
- 2024Harvesting Events from Multiple Sources: Towards a Cross-Document Event Extraction Paradigm23 Jun 2024
- 20245W1H Extraction With Large Language Models25 May 2024
- 2024ULTRA: Unleash LLMs' Potential for Event Argument Extraction through Hierarchical Modeling and Pair-wise Self-Refinement24 Jan 2024
- 2023MAVEN-Arg: Completing the Puzzle of All-in-One Event Understanding Dataset with Event Argument Annotation15 Nov 2023
- 2023GlobalNER: Incorporating Non-local Information into Named Entity Recognition6 Mar 2023
- 2022Semi-Supervised Graph Attention Networks for Event Representation Learning2 Jan 2022
- 2021Neural News Recommendation with Event Extraction9 Nov 2021
- 2021American Hate Crime Trends Prediction with Event Extraction9 Nov 2021
12 newest of 13 All 13 (JSON)