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A Survey on Open Information Extraction

arXiv 1806.05599 ↗First posted 14 Jun 2018cs.CLcited by 51

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Abstract (arXiv)

We provide a detailed overview of the various approaches that were proposed to date to solve the task of Open Information Extraction. We present the major challenges that such systems face, show the evolution of the suggested approaches over time and depict the specific issues they address. In addition, we provide a critique of the commonly applied evaluation procedures for assessing the performance of Open IE systems and highlight some directions for future work.

Key facts. Cited by 51 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Jun 2018.

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Citing papers per year: 2021: 8; 2022: 12; 2023: 12; 2024: 5; 2025: 6; 2026: 8.

51 papers.

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  1. 2023Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakescited by 101
  2. 2022Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLPcited by 99
  3. 2022A Survey on Neural Open Information Extraction: Current Status and Future Directionscited by 27
  4. 2023Iterative Zero-Shot LLM Prompting for Knowledge Graph Constructioncited by 25
  5. 2022Title2Event: Benchmarking Open Event Extraction with a Large-scale Chinese Title Datasetcited by 14
  6. 2021DocOIE: A Document-level Context-Aware Dataset for OpenIEcited by 10
  7. 2023PIVOINE: Instruction Tuning for Open-world Information Extractioncited by 10
  8. 2021ICDAR 2021 Competition on Scientific Table Image Recognition to LaTeXcited by 9
  9. 2022A Survey on Open Information Extraction from Rule-based Model to Large Language Modelcited by 8
  10. 2022UnCommonSense: Informative Negative Knowledge about Everyday Conceptscited by 8
  11. 2023Improving Open Information Extraction with Large Language Models: A Study on Demonstration Uncertaintycited by 8
  12. 2024Learning to Extract Structured Entities Using Language Modelscited by 8
38 more
  1. 2022Tables to LaTeX: structure and content extraction from scientific tablescited by 7
  2. 2021Modality and Negation in Event Extractioncited by 6
  3. 2023Glitter or Gold? Deriving Structured Insights from Sustainability Reports via Large Language Modelscited by 6
  4. 2024Uncertainty Management in the Construction of Knowledge Graphs: a Surveycited by 5
  5. 2025CoRank: LLM-Based Compact Reranking with Document Features for Scientific Retrievalcited by 5
  6. 2021Better Call the Plumber: Orchestrating Dynamic Information Extraction Pipelinescited by 4
  7. 2021Knowledge Base Completion Meets Transfer Learningcited by 4
  8. 2022When to Use What: An In-Depth Comparative Empirical Analysis of OpenIE Systems for Downstream Applicationscited by 4
  9. 2025SQUiD: Synthesizing Relational Databases from Unstructured Textcited by 4
  10. 2021PENELOPIE: Enabling Open Information Extraction for the Greek Language through Machine Translationcited by 3
  11. 2021NLP for Climate Policy: Creating a Knowledge Platform for Holistic and Effective Climate Actioncited by 3
  12. 2023Syntactically Robust Training on Partially-Observed Data for Open Information Extractioncited by 3
  13. 2023MT4CrossOIE: Multi-stage Tuning for Cross-lingual Open Information Extractioncited by 3
  14. 2022MATrIX -- Modality-Aware Transformer for Information eXtractioncited by 2
  15. 2023The Emergence of Chunking Structures with Hierarchical RNNcited by 2
  16. 2026Position: Stop Reactively Patching Your Model Every Time and Start Proactive Test-Driven AI Developmentcited by 2
  17. 2022A Library Perspective on Nearly-Unsupervised Information Extraction Workflows in Digital Librariescited by 1
  18. 2023Syntactic Complexity Identification, Measurement, and Reduction Through Controlled Syntactic Simplificationcited by 1
  19. 2023Discourse-Aware Text Simplification: From Complex Sentences to Linked Propositionscited by 1
  20. 2026Evaluating ChatGPT on Medical Information Extraction Tasks: Performance, Explainability and Beyondcited by 1
  21. 2021Context-Preserving Text Simplificationcited by 0
  22. 2022PriMeSRL-Eval: A Practical Quality Metric for Semantic Role Labeling Systems Evaluationcited by 0
  23. 2022Event and Entity Extraction from Generated Video Captionscited by 0
  24. 2022Towards Generalized Open Information Extractioncited by 0
  25. 2023AMuRD: Annotated Arabic-English Receipt Dataset for Key Information Extraction and Classificationcited by 0
  26. 2023Data Transformation to Construct a Dataset for Generating Entity-Relationship Model from Natural Languagecited by 0
  27. 2024Distantly Supervised Morpho-Syntactic Model for Relation Extractioncited by 0
  28. 2024Rules still work for Open Information Extractioncited by 0
  29. 2024Leveraging Linguistically Enhanced Embeddings for Open Information Extractioncited by 0
  30. 2025Transformer-Based Extraction of Statutory Definitions from the U.S. Codecited by 0
  31. 2025Matching Tasks with Industry Groups for Augmenting Commonsense Knowledgecited by 0
  32. 2025Data Overdose? Time for a Quadruple Shot: Knowledge Graph Construction using Enhanced Triple Extractioncited by 0
  33. 2025Explicit vs. Implicit Biographies: Evaluating and Adapting LLM Information Extraction on Wikidata-Derived Textscited by 0
  34. 2026From Symbolic to Natural-Language Relations: Rethinking Knowledge Graph Construction in the Era of Large Language Modelscited by 0
  35. 2026SocraticKG: Knowledge Graph Construction via QA-Driven Fact Extractioncited by 0
  36. 2026MMCOMET: A Large-Scale Multimodal Commonsense Knowledge Graph for Contextual Reasoningcited by 0
  37. 2026EvoRAG: Making Knowledge Graph-based RAG Automatically Evolve through Feedback-driven Backpropagationcited by 0
  38. 2026Domain-Filtered Knowledge Graphs from Sparse Autoencoder Featurescited by 0

50 most cited of 51 All 51 (JSON)