LLM Information Extraction

LLM: Large Language Model

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24 papers in the last four weeks, up 243% on the four weeks before. 0.2% of all new papers.

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  1. FinLifeBench: Exhaustive Life-Event History and Financial-State Reconstruction from Longitudinal Banking Dialogue

    Sep 1, 2026Hangyeul Lee, Juyoung Oh, Jaeyong Ko +5Temporal Reasoning in Language ModelsMulti-Turn Dialogue Evaluation

    KakaoBank Financial Tech Lab Seongnam, Republic of Korea

  2. Enoki: Efficient Multi-Level Hallucination Detection

    Sep 1, 2026Elisei Rykov, Timur Ionov, Nikolay Ivanov +5Hallucination DetectionLLM Information Extraction

    Skoltech · AIRI · ITMO University +1

  3. Improving Information Extraction with Learned Queries

    Aug 31, 2026Omar Sharif, Soroush Vosoughi, Nikhil SinghClinical Information ExtractionAutomatic Prompt Optimization

    Department of Computer Science Dartmouth College

  4. REAP: Relation-Aware Elicitation and Parsing for Closed-Book Knowledge Base Construction from LLMs

    Aug 11, 2026Thanh-Dan Bui, Thanh-Trung Do, Tuan-Phong NguyenKG ConstructionLLM Prompting

    VNU University of Engineering and Technology, Hanoi, Vietnam

  5. Enhancing Scientific Named Entity Recognition via Large Language Models: A Type-driven Multi-task Learning Approach

    Aug 9, 2026Tong Bao, Yi Zhao, Heng Zhang +1Named Entity RecognitionLLM Information Extraction

    Department of Information Management, Nanjing University of Science and Technology, Nanjing, 210094, China · School of Management, Anhui University, 230000, China · School of Information Management, Central China Normal University, 430070, China

  6. Beyond Tables: Doc2DB-Bench for Relationally Faithful Document-to-Database Construction

    Aug 9, 2026Zhuowen Liang, Zhengxuan Zhang, Jiayang Wang +2Document Information ExtractionSynthetic Benchmark Generation

    1The Hong Kong University of Science and Technology (Guangzhou)

  7. An Agentic Hybrid Top-Down and Bottom-Up Approach to Knowledge Graph Generation

    Aug 7, 2026Emma Jouffroy, Warren Jouanneau, Marc PalyartKG ConstructionLLM Information Extraction

    Malt, Paris, France

  8. GPTKB 2.0: Browsing, Querying, and Auditing a Disambiguated LLM-Derived Knowledge Base

    Aug 7, 2026Yujia Hu, Tuan-Phong Nguyen, Simon RazniewskiKG ConstructionEntity Resolution

    ScaDS.AI Dresden/Leipzig & TU Dresden, Germany · VNU University of Engineering and Technology, Hanoi, Vietnam

  9. Causal Evidence Extraction and Triangulation in Crisis Reports using Large Language Models: A ReliefWeb-based Study

    Aug 5, 2026Yuanjun Zhang, Mourad OussalahRelation ExtractionLLM Grounding

    University of Oulu, Finland · LUT University, Finland

  10. Constructing Disambiguated Knowledge Bases from Large Language Models at Scale

    Aug 4, 2026Yujia Hu, Tuan-Phong Nguyen, Simon RazniewskiKG ConstructionEntity Resolution

    ScaDS.AI Dresden/Leipzig & TU Dresden, Germany · VNU University of Engineering and Technology, Hanoi, Vietnam

  11. DE-NER : Zero-shot Named Entity Recognition via Dialogue Elicitation of Large Language Models

    Aug 1, 2026Xuankang Zhang, Jiangming LiuNamed Entity RecognitionZero-Shot Learning

    Yunnan University

  12. Beyond Sentiment: Structured Information Extraction from Financial News

    Jul 30, 2026Daohan Zhu, Sitong Ge, Ruofei Wang +4Financial Sentiment AnalysisDocument Information Extraction

    School of ASEE, Beihang University, Beijing, China · School of BME, Beihang University, Beijing, China · CAIR and CECS, VinUniversity, Hanoi, Vietnam

  13. From Single- to Cross-Document: Benchmarking Multi-Granularity Event Analysis of Large Language Models

    Jul 30, 2026Tao Wen, Shuai Shao, Pei Ke +7LLM EvaluationLLM Information Extraction

    Laboratory of Intelligent Collaborative Computing University of Electronic Science and Technology of China Chengdu, China · Department of Computer Science and Technology Tsinghua University Beijing, China · School of Computer Science and Engineering University of Electronic Science and Technology of China Chengdu, China +1

  14. Beyond Similarity: Grounded Agentic Extraction and Expert-Adjudicated Evaluation of Intertextuality in Classical Chinese Histories

    Jul 30, 2026Zhaoji Wang, Wanyu Si, Jun WangHistorical Document AnalysisComputational Literary Studies

    Department of Information Management, Peking University, Beijing, China · Research Center for Digital Humanities, Peking University, Beijing, China

  15. TELLER: Dual-Path Iterative Preference Optimization for Table Entity Linking

    Jul 29, 2026Yixin Peng, Kehao Li, Stefan DeckerDirect Preference OptimizationPreference Optimization

    RWTH Aachen, Ahornstraße 55, 52074 Aachen, Germany

  16. DIRECT: Direct Decoding for Efficient and Aligned Sequence Labeling with Large Language Models

    Jul 29, 2026Yilei Wang, Jiaxin Gan, Kexuan Zhang +3LLM AlignmentLLM Information Extraction

    College of Computer and Data Science, Fuzhou University, Fuzhou, 350108, China · School of Computer Science, Peking University, Beijing, 100871, China

  17. Enhancing Generative Information Extraction with Two-step Validation: A Product Attribute Use Case

    Jul 29, 2026Yi-Sheng Hsu, Nermeen Abou Baker, Uwe HandmannDocument Information ExtractionLLM Information Extraction

    Computer Science Institute, Ruhr West University of Applied Sciences Bottrop, Germany

  18. 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

    WIMMICS · Université Côte d’Azur, Inria, CNRS, I3S, Sophia-Antipolis, France · Berger-Levrault, Labège, France

  19. LA-RL: Label-Aware Self-Reflection for Reinforcement Learning in Information Extraction

    Jul 26, 2026Xiao You, Tianwei Yan, Zixu Shan +2LLM Self-CorrectionRL for Language Models

    Hefei University of Technology, Hefei, China · Chongqing Jiaotong University, Chongqing, China

  20. Statistically Supported LLM Ingredient and Recipe Data Collection in Computational Nutrition

    Jul 25, 2026James Izzard, Hassan Eshkiki, Fabio CaraffiniLLM GroundingTraining Data Curation

    Swansea University, Department of Computer Science, Bay Campus, Swansea, SA1 8EN, Wales, UK

  21. An Ontology-Guided, Deduplication-Aware Extraction Layer for Knowledge Graph Construction from Heterogeneous Documents

    Jul 22, 2026Vaibhav Dangaich, Kevin Lewis, Kundeshwar PundalikRelation ExtractionKG Construction

  22. PEARL: Auditable Repair for Scientific Reasoning Graph Extraction

    Jul 20, 2026Bohan Su, Pengze Li, Yuchen Lu +1LLM Reasoning with GraphsLLM Auditing

    School of Computer Science, Wuhan University · Artificial Intelligence Innovation and Incubation, Fudan University · Department of Computer Science, Faculty of Science, University of Bath +1

  23. Scope3Trace: Evidence-Based Identification and Extraction of Scope 3 GHG Emissions from Sustainability Reports

    Jul 19, 2026Siyuan Zheng, Yifan Duan, Chao Xue +1Document Information ExtractionLLM Information Extraction

    UNSW Sydney

  24. Schema-Constrained Document-Level Event Argument Extraction with Lightweight LLM Fine-Tuning

    Jul 18, 2026Roberto Pietrantuono, Antonio Guerriero, Pouya SattariDocument Information ExtractionLLM Information Extraction

    University of Naples Federico II, Naples, Italy · University of Salerno, Fisciano, Italy

  25. DECODEM: Data Extraction from Corporate Organizational Documents via Enhanced Methods

    Jul 17, 2026Jens FrankenreiterDocument Information ExtractionLegal Document Analysis

    Washington University in St. Louis School of Law

  26. Behavioral Controllability of Agentic Models for Information Extraction: From Fixed Workflows to Reflective Agents

    Jul 17, 2026Lujia Zhang, Xingzhou Chen, Hongwei FengLLM Agent EvaluationDocument Information Extraction

  27. JobHop v2: A Large-Scale Career Trajectory Dataset from Unstructured Resumes

    Jul 13, 2026Iman Johary, Guillaume Bied, Alexandru C. Mara +1Document Information ExtractionLLM Information Extraction

    AIDA-IDLab, Department of Electronics and Information Systems, Ghent University, Ghent, Belgium

  28. RAGU: A Multi-Step GraphRAG Engine with a Compact Domain-Adapted LLM

    Jul 13, 2026Mikhail Komarov, Ivan Bondarenko, Stanislav Shtuka +5KG ConstructionLLM Reasoning with Graphs

    1ITMO University · 2Novosibirsk State University · 3Far Eastern Federal University +1

  29. Different Teachers, Different Capabilities: Sub-1B On-Device Distillation for Structured Text Enrichment

    Jul 9, 2026Vinay Kumar ChagantiOn-Device Language Model InferenceLLM Information Extraction

    independent researcher

  30. SynthAVE: Scalable Synthetic Labeling for E-Commerce with LLM-Arena Validation

    Jul 8, 2026Andrea Scarinci, Virginia Negri, Brayan Impata +3LLM-as-a-JudgeLLM-Assisted Annotation

    Amazon