Document Information Extraction

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34 papers in the last four weeks, up 89% on the four weeks before. 0.3% of all new papers.

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  1. Semantic Networks as Clues: A Theoretical Foundation and Process Optimization for Semantic Network Construction

    Aug 3, 2026JinWoo Ha, Dongsoo KimDocument Information ExtractionKnowledge Representation

    Department of Industrial and Information Systems Engineering, Soongsil University, Seoul 06978, Republic of Korea

  2. Can You Trust the Confidence? ConfBench for Vision-Language Models on Document Extraction

    Aug 3, 2026Priyashree Roy, Sujitha Martin, Mohammad Rostami +6VLM EvaluationDocument Understanding

    Amazon Web Services

  3. ExtractBench: A Benchmark for Schema-Guided Enterprise Document Extraction

    Jul 31, 2026Boyang Zhang, Adrian Lyjak, Eli Stewart +2LLM GroundingLLM Agent Evaluation

  4. From Inline Notes to Collected Commentaries: Toward Context-Preserving Organization of Exegetical Knowledge in Classical Chinese Texts

    Jul 31, 2026Ke Liang, Qi Su, Churen HuangHistorical Document AnalysisDocument Information Extraction

    Department of Language Science and Technology, The Hong Kong Polytechnic University · School of Foreign Languages; Institute for Artificial Intelligence; Research Center for Digital Humanities, Peking University

  5. 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

  6. AWARE-FX: An Auditable Knowledge-Guided AI System for Measuring Corporate Foreign-Exchange Hedging Disclosure

    Jul 30, 2026Qi WangFinancial ServicesDocument Information Extraction

    aUniversity of Nottingham, Nottingham, United Kingdom

  7. ICDAR 2026 Competition on Information Extraction from Atomic Layer Deposition/Etching (ALD/E) Scientific Figures

    Jul 29, 2026Fahad Ahmed, Sören Auer, Jennifer D'SouzaVisual Question AnsweringDocument Information Extraction

    TIB - Leibniz Information Centre for Science and Technology, Hannover, Germany · L3S Research Center, Leibniz University, Hannover, Germany

  8. 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

  9. news-crawler-LM: A Small Long-Context Model For High-Quality News Crawling

    Jul 23, 2026Pascal Stolzenburg, Jonas Golde, Max Dallabetta +1LLM Fine-TuningDocument Information Extraction

    Humboldt-Universität zu Berlin

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

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

  11. Automated Extraction of Techno-Economic Data from 76,000 Energy System Studies

    Jul 21, 2026Maxime Gorres, Jan Göpfert, Patrick Kuckertz +5Document Information Extraction

    Institute of Climate and Energy Systems – Jülich Systems Analysis, Forschungszentrum Jülich GmbH, Jülich, 52425, Germany. · Department of Mechanical Engineering, Chair of Energy Systems Analysis, University of Siegen, Siegen, 57076, Germany. · Centre for Environmental Policy, Imperial College London, London, UK.

  12. Benchmarking Deep Learning Approaches for AEC Engineering Drawing Layout Detection and Information Extraction

    Jul 21, 2026Tianyang Huang, Alessio Lombardi, Ahmed Elnagar +7Document UnderstandingDocument Information Extraction

    Buro Happold Ltd., London, United Kingdom · Birmingham City University, Birmingham, United Kingdom

  13. 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

  14. 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

  15. 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

  16. 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

  17. CrimeNER Demo: Named-Entity Recognition in the Crime Domain

    Jul 16, 2026Miguel Lopez-Duran, Julian Fierrez, Aythami Morales +7Named Entity RecognitionDocument Information Extraction

    BiometricsAI, Universidad Autónoma de Madrid (UAM), Spain

  18. CatalogAgent: A Supervisor-mediated Self-Learning System Enabling Context Engineering for GenAI Models

    Jul 15, 2026Zhu Cheng, Zhenming Wang, Yu +14Document Information ExtractionLLM Agent Self-Improvement

    Xuan · Amazon, Seattle, USA

  19. From Pixels to Pairs: A Comprehensive Benchmark of LLM-Driven Key-Value Extraction in Noisy Document Settings

    Jul 14, 2026Zahra AnvariLLM EvaluationDocument Information Extraction

    Independent AI Researcher.

  20. 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

  21. Letting the Data Speak: Extracting Keywords from Crowdsourced Collections with AI

    Jul 10, 2026Miguel Arana-Catania, Catherine Conisbee, Matthew KiddNamed Entity RecognitionTopic Modeling

    University of Oxford, UK

  22. Secret Scanner Agent: Extracting Secrets and Access Context from Unstructured Documents

    Jul 10, 2026Zixiao Chen, Mariko Wakabayashi, Charlotte SiskaDocument Information ExtractionLLMs for Cybersecurity

    Microsoft, Redmond, WA, USA

  23. Grounded Event Extraction from SEC 8-K Filings with a Fine-Grained Taxonomy

    Jul 9, 2026Rian Dolphin, Joe Dursun, Jarrett Blankenship +2LLM GroundingDocument Information Extraction

    Massive.com Dublin, Ireland · Massive.com Atlanta, Georgia, USA

  24. 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

  25. Structured Data Extraction from Real Estate Documents using Clustering, Classification, and Large Language Models

    Jul 7, 2026Muhammad Assad Shehbaz, Carlos Francisco Moreno-GarcíaDocument Information ExtractionLLM Information Extraction

    Robert Gordon University, Garthdee Rd, Aberdeen, UK

  26. BaFCo: A Document Understanding Benchmark for Complex Bangla Form Comprehension

    Jul 6, 2026Abu Tyeb Azad, Ishita Sur Apan, Fahim Ahmed +8Document UnderstandingLLM Evaluation

    Wichita State University, USA · Center for Computational & Data Sciences, Bangladesh · University of Dhaka, Bangladesh +1

  27. Enhancing Large Multimodal Models in Key Information Extraction via Scene-Aware Document Synthesis

    Jul 6, 2026Zhipeng Xu, Zulong Chen, Qing Liu +6Synthetic Data GenerationDocument Information Extraction

    Alibaba Group · Taobao and Tmall Group, Alibaba · Qwen Team, Alibaba Group +1

  28. Large-scale dataset of automatically classified rhetorical sections in scientific papers

    Jul 3, 2026Daniel Verdi, Jacob Aarup Dalsgaard, Roberta SinatraDocument Information ExtractionText Classification

    Graduate School of Education, Stanford University, United States · Center for Social Data Science (SODAS), University of Copenhagen, Denmark · Networks, Data, and Society (NERDS), IT University of Copenhagen, Denmark +2

  29. From Judgments to Issues: Structured Extraction of Legal Reasoning with Citation-Hallucination Control

    Jul 3, 2026Giovanni Piccioli, Alessia Fidelangeli, Piera Santin +1Legal Citation VerificationDocument Information Extraction

    Quantitative and Digital Law Laboratory · King’s College London · Strand, London WC2R 2LS +6

  30. Active Learning for Cascaded Object Detection: Balancing Coverage and Uncertainty in Table Extraction Pipelines

    Jul 1, 2026Eliott Thomas, Mickael Coustaty, Aurelie Joseph +3Table Structure RecognitionDocument Information Extraction

    L3i, La Rochelle Université, La Rochelle, France · Yooz, Aimargues, France