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EventKG: A Multilingual Event-Centric Temporal Knowledge Graph

arXiv 1804.04526 ↗First posted 12 Apr 2018cs.CL cs.DBcited by 43

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Abstract (arXiv)

One of the key requirements to facilitate semantic analytics of information regarding contemporary and historical events on the Web, in the news and in social media is the availability of reference knowledge repositories containing comprehensive representations of events and temporal relations. Existing knowledge graphs, with popular examples including DBpedia, YAGO and Wikidata, focus mostly on entity-centric information and are insufficient in terms of their coverage and completeness with respect to events and temporal relations. EventKG presented in this paper is a multilingual event-centric temporal knowledge graph that addresses this gap. EventKG incorporates over 690 thousand contemporary and historical events and over 2.3 million temporal relations extracted from several large-scale knowledge graphs and semi-structured sources and makes them available through a canonical representation.

Key facts. Cited by 43 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Apr 2018.

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Citing papers per year: 2021: 10; 2022: 8; 2023: 8; 2024: 8; 2025: 5; 2026: 4.

43 papers.

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  1. 2024Evaluation of Retrieval-Augmented Generation: A Surveycited by 146
  2. 2021Temporal Knowledge Graph Reasoning Based on Evolutional Representation Learningcited by 106
  3. 2024A Survey on Retrieval-Augmented Text Generation for Large Language Modelscited by 77
  4. 2023RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledgecited by 51
  5. 2021Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphscited by 39
  6. 2022Complex Evolutional Pattern Learning for Temporal Knowledge Graph Reasoningcited by 30
  7. 2021What is Event Knowledge Graph: A Surveycited by 19
  8. 2022GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generationcited by 16
  9. 2021From Discourse to Narrative: Knowledge Projection for Event Relation Extractioncited by 14
  10. 2021EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text Generationcited by 14
  11. 2022Title2Event: Benchmarking Open Event Extraction with a Large-scale Chinese Title Datasetcited by 14
  12. 2021Event Linking: Grounding Event Mentions to Wikipediacited by 11
31 more
  1. 2023Knowledge Graphs in Practice: Characterizing their Users, Challenges, and Visualization Opportunitiescited by 9
  2. 2023On the Evolution of Knowledge Graphs: A Survey and Perspectivecited by 9
  3. 2022Self-supervised Graph Masking Pre-training for Graph-to-Text Generationcited by 8
  4. 2023Wikibio: a Semantic Resource for the Intersectional Analysis of Biographical Eventscited by 8
  5. 2024Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applicationscited by 6
  6. 2023Source-Aware Embedding Training on Heterogeneous Information Networkscited by 5
  7. 2021Natural Language Processing with Commonsense Knowledge: A Surveycited by 4
  8. 2021News Article Retrieval in Context for Event-centric Narrative Creationcited by 3
  9. 2021Narrative Cartography with Knowledge Graphscited by 3
  10. 2022Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphscited by 3
  11. 2024Neurosymbolic Methods for Dynamic Knowledge Graphscited by 3
  12. 2022It's the Same Old Story! Enriching Event-Centric Knowledge Graphs by Narrative Aspectscited by 2
  13. 2025Modeling the Diachronic Evolution of Legal Norms: An LRMoo-Based, Component-Level, Event-Centric Approach to Legal Knowledge Graphscited by 2
  14. 2021Semantic XAI for contextualized demand forecasting explanationscited by 1
  15. 2022KSG: Knowledge and Skill Graphcited by 1
  16. 2024Synthetic Multimodal Dataset for Empowering Safety and Well-being in Home Environmentscited by 1
  17. 2024Lost in Recursion: Mining Rich Event Semantics in Knowledge Graphscited by 1
  18. 2024MGSA: Multi-Granularity Graph Structure Attention for Knowledge Graph-to-Text Generationcited by 1
  19. 2025Evaluating List Construction and Temporal Understanding capabilities of Large Language Modelscited by 1
  20. 2025HistoryBankQA: Multilingual Temporal Question Answering on Historical Eventscited by 1
  21. 2026DIAL-KG: Schema-Free Incremental Knowledge Graph Construction via Dynamic Schema Induction and Evolution-Intent Assessmentcited by 1
  22. 2022EventEA: Benchmarking Entity Alignment for Event-centric Knowledge Graphscited by 0
  23. 2023Comprehensive Event Representations using Event Knowledge Graphs and Natural Language Processingcited by 0
  24. 2023GradXKG: A Universal Explain-per-use Temporal Knowledge Graph Explainercited by 0
  25. 2023Conflict Detection for Temporal Knowledge Graphs:A Fast Constraint Mining Algorithm and New Benchmarkscited by 0
  26. 2024Question Answering Over Spatio-Temporal Knowledge Graphcited by 0
  27. 2025A Conceptual Model for Attributions in Event-Centric Knowledge Graphscited by 0
  28. 2025Improving Continual Learning of Knowledge Graph Embeddings via Informed Initializationcited by 0
  29. 2026Beyond Probabilistic Similarity: Structural, Temporal, and Causal Limitations of Retrieval-Augmented Generation in the Legal Domaincited by 0
  30. 2026ChronoQG: Towards a Temporally Expressive and Hop-Bounded Benchmark for Temporal Knowledge Graph Question Generationcited by 0
  31. 2026MemFuse: Multi-Source Memory Fusion from Fragmented Observationscited by 0