Relation Extraction

Latest papers 52

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  1. LLM-Assisted Discovery of Typed Semantic Links for Ontology Network Construction

    Oct 1, 2026Nouha Hayouni, Sheeba Samuel, Alsayed AlgergawyRelation ExtractionKG Construction

  2. CMNIE: An Information Extraction Benchmark for Chinese Military News

    Sep 11, 2026Yan Yu, Mengna Zhu, Zhenyu Song +3Relation ExtractionDocument Information Extraction

  3. TWIX: a Two-Stage Approach for End-To-End Named Entity Recognition and Relation Extraction

    Sep 1, 2026Marco Martinelli, Laura MenottiRelation ExtractionNamed Entity Recognition

  4. Automated Tree Knowledge Graph Construction using Ontology Expansion and Retrieval from Vietnamese History Textbooks

    Sep 1, 2026Ket Doan Nguyen, Minh N. H. NguyenRelation ExtractionKG Construction

  5. Configurable Semantic Chunking for Biomedical Information Extraction in Retrieval-Augmented Generation

    Aug 31, 2026Riya Ahuja, Tim Kacprowski, Roya Shiasi SardoabiRelation ExtractionDocument Chunking

  6. MUSE: A Full-Text Cross-Domain Knowledge Base of Scientific Problems, Solutions, and Rationales

    Aug 11, 2026Tsofia Cohen, Tom HopeRelation ExtractionKG Construction

  7. UG-UMRE: Uncertainty-Guided Modality Augmentation and Distributional Calibration for Unified Multimodal Relation Extraction

    Aug 5, 2026Bo Kong, Liruiz Jia, Yi Liang +5Relation ExtractionCross-Modal Alignment

  8. ANCHOR-RE: An Agentic Neuro-Symbolic Framework for Grounded Biomedical Relation Extraction

    Aug 4, 2026Shufan Ming, Yikun Han, Gibong Hong +2Relation ExtractionLLM Grounding

  9. ProPRL: Property-Aware Prerequisite Relation Learning in Educational Knowledge Graphs

    Aug 4, 2026Xinghe Cheng, Jiapu Wang, Chaobo He +2Relation ExtractionGraph Representation Learning

  10. LLM-Assisted Ontology Engineering and Construction of a French Legal Knowledge Graph

    Jul 27, 2026G{é}nesis Montenegro, Mokhtar Boumedyen Billami, Catherine Faron +2Relation ExtractionKG Construction

  11. CONSISTRE: A Unified Consistency-Aware Framework for Document-Level Relation Extraction with Large Language Models

    Jul 27, 2026Mingxuan SunRelation ExtractionDocument Understanding

  12. Gaze-Anchored Social Net: Decoding Implicit Relations via Joint Modeling

    Jul 24, 2026Yuqi Hou, Zhuo Chen, Han Hu +3Relation ExtractionGaze Estimation

  13. Benchmarking Resource-Efficient LLMs for Research Topic Ontology Generation in the Biomedical Field

    Jul 20, 2026Tanay Aggarwal, Angelo Salatino, Francesco Osborne +1Relation ExtractionLLM Evaluation

  14. OntoLearner: A Modular Python Library for Ontology Learning with Large Language Models

    Jul 2, 2026Hamed Babaei Giglou, Jennifer D'Souza, Andrei Aioanei +2Relation ExtractionOntology Learning

  15. Cross-lingual Relation Extraction with Large Language Models: Zero-Shot, Few-Shot, and Fine-Tuned Evaluation on Romanian

    Jun 30, 2026Dragos-Mitrut Vasile, Elena-Simona Apostol, Stefan-Adrian Toma +2Relation ExtractionLLM Fine-Tuning

  16. LC-ICL: Label-Guided Contrastive In-Context Learning for Robust Information Extraction

    Jun 28, 2026Xiao You, Tianwei Yan, Shan ZhaoRelation ExtractionNamed Entity Recognition

  17. Causal Connections: Leveraging Multilingual Fine-Tuning for Financial QA@FinCausal 2026

    Jun 25, 2026Akash Kumar Gautam, Serhii Hamotskyi, Christian HänigRelation ExtractionLLM Fine-Tuning

  18. ReaORE: Reasoning-Guided Progressive Open Relation Extraction Empowered by Large Reasoning Models

    Jun 25, 2026Xin Lin, Liang Zhang, Guoqi Ma +2Relation Extraction

  19. Overview of HIPE-2026: Person-Place Relation Extraction from Multilingual Historical Texts

    Jun 24, 2026Juri Opitz, Maud Ehrmann, Corina Raclé +3Relation ExtractionHistorical Document Analysis

  20. Sub-Billion, Super-Frontier: Small Language Models Rival Zero-Shot Frontier LLMs on General and Literary Relation Extraction

    Jun 21, 2026Despina Christou, Grigorios TsoumakasRelation ExtractionLLM Evaluation

  21. FineREX: Fine-Tuned NER-RE for Human Smuggling Knowledge Graphs

    Jun 18, 2026Elijah Feldman, Dipak Meher, Carlotta DomeniconiRelation ExtractionKG Construction

  22. SAMA: Semantic Anchor-aligned Augmentation for Unified Low-Resource Multimodal Information Extraction

    Jun 17, 2026Quanjiang Guo, Chong Mu, Jiazhou Pan +4Relation ExtractionNamed Entity Recognition

  23. From Argument Components to Graphs: A Multi-Agent Debate with Confidence Gating for Argument Relations

    Jun 14, 2026Jakub Bąba, Jarosław A. ChudziakRelation ExtractionArgument Mining

  24. Few-Shot Biomedical Relation Extraction with Large Language Models: A Viable Alternative to Supervised Learning?

    Jun 13, 2026Jakob Mraz, Tomaž Curk, Blaž ZupanRelation ExtractionFew-Shot Learning

  25. Applicability Condition Extraction for Therapeutic Drug-Disease Relations

    Jun 12, 2026Guanting Luo, Noriki Nishida, Yuji Matsumoto +1Relation Extraction

  26. Towards Accurate Emotion-Attributed Video Captioning via Fine-grained Emotion-Cause Pair Extraction

    Jun 7, 2026Weidong Chen, Cheng Ye, Zhendong Mao +3Relation ExtractionVideo Captioning

  27. UniD3^3: A Knowledge Graph-Enhanced RAG Framework for Drug-Disease Discovery and Reasoning

    May 31, 2026Qing Wang, Tianshi Liu, Minghao Zhou +5Relation ExtractionKG Construction

  28. PubMedCausal: A Span-Level Annotated Corpus for Causal Relation Extraction in Biomedical Text

    May 27, 2026Ifeoluwa Kunle-John, Josiah Paul, Oluwatosin Agbaakin +3Relation ExtractionClinical NLP

  29. Snippet-Driven Supply Chain Discovery with LLMs: Scaling Visibility in China

    May 27, 2026Hiroto Fukada, Takayuki MizunoRelation ExtractionKG Construction

  30. Reliable Extraction of Clinical Follow-Up Instructions: A Hybrid Neural-Symbolic Pipeline

    May 26, 2026Michal Laufer, Yehudit Aperstein, Alexander ApartsinRelation ExtractionHealthcare

  31. They Are Not the Same: Direct Causes Are Not Grounded Emotion Explanations

    May 24, 2026Zhuangzhuang Pan, Yan Xia, Chee Seng ChanRelation ExtractionCausal Attribution

  32. SSDAU: Structured Semantic Data Augmentation for Joint Entity and Relation Extraction

    May 22, 2026Jiawei He, Mengyu Shi, Jiawei Liu +6Relation ExtractionSynthetic Data Augmentation

  33. SAVER: Selective As-Needed Vision Evidence for Multimodal Information Extraction

    May 20, 2026Miaobo Hu, Shuhao Hu, Bokun Wang +5Relation ExtractionNamed Entity Recognition

  34. Context-aware Entity-Relation Extraction for Threat Intelligence Knowledge Graphs

    May 15, 2026Inoussa Mouiche, sherif SaadRelation ExtractionKG Construction

  35. Large Language Models for Causal Relations Extraction in Social Media: A Validation Framework for Disaster Intelligence

    May 12, 2026Ujun Jeong, Saketh Vishnubhatla, Bohan Jiang +3Relation ExtractionLLM Evaluation

  36. GLiNER-Relex: A Unified Framework for Joint Named Entity Recognition and Relation Extraction

    May 11, 2026Ihor Stepanov, Oleksandr Lukashov, Mykhailo Shtopko +1Relation ExtractionKG Construction

  37. TIJERE: A Novel Threat Intelligence Joint Extraction Model Based on Analyst Expert Knowledge

    May 3, 2026Inoussa Mouiche, Sherif SaadRelation ExtractionNamed Entity Recognition

  38. Finding Hidden Relationships Between Medical Concepts by Leveraging Metamap and Text Mining Techniques

    Apr 30, 2026Weikang Yang, S M Mazharul Hoque Chowdhury, Wei JinRelation ExtractionHealthcare

  39. Looking for the Bottleneck in Fine-grained Temporal Relation Classification

    Apr 27, 2026Hugo Sousa, Ricardo Campos, Alípio JorgeRelation Extraction

  40. ClimateCause: Complex and Implicit Causal Structures in Climate Reports

    Apr 16, 2026Liesbeth Allein, Nataly Pineda-Castañeda, Andrea Rocci +1Relation ExtractionClimate Science

  41. RexDrug: Reliable Multi-Drug Combination Extraction through Reasoning-Enhanced LLMs

    Mar 9, 2026Zhijun Wang, Ling Luo, Dinghao Pan +4Relation ExtractionClinical Information Extraction

  42. CLEF HIPE-2026: Evaluating Accurate and Efficient Person-Place Relation Extraction from Multilingual Historical Texts

    Feb 19, 2026Juri Opitz, Corina Raclé, Emanuela Boros +4Relation ExtractionHistorical Document Analysis

  43. Agentic AI for Clustering, Relationship Discovery, and Semantic Trading in Prediction Markets

    Dec 2, 2025Agostino Capponi, Alfio Gliozzo, Brian ZhuRelation ExtractionClustering

  44. SciNLP: A Domain-Specific Benchmark for Full-Text Scientific Entity and Relation Extraction in NLP

    Sep 9, 2025Decheng Duan, Yingyi Zhang, Jitong Peng +1Relation ExtractionNamed Entity Recognition