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

  31. CVE-TTP KG: Knowledge Graph Linking Software Vulnerabilities to Attack Behaviors

    Jun 30, 2026Swati Yadav, Dincy R. Arikkat, Basant Agarwal +3KG ConstructionCyber Threat Intelligence

    Department of Computer Science & Engineering Swami Keshvanand Institute of Technology, Management & Gramothan, Jaipur · Department of Computer Science and Engineering Christ College of Engineering Thrissur, Kerala · Department of Computer Science & Engineering Central University of Rajasthan, Ajmer +2

  32. Research Entity Extraction and Topic Detection from UKRI Grant Proposals

    Jun 29, 2026Xingran Ruan, Angelo Salatino, Rosa Filgueira +4AI-Assisted Scientific ResearchDocument Information Extraction

    EPCC, University of Edinburgh, UK · Knowledge Media Institute, The Open University, UK · Institute for Technology and Humanity, University of Cambridge, UK +2

  33. Making Multimodal LLMs Reliable Chart Data Extractors: A Benchmark and Training Framework

    Jun 29, 2026Yuchen He, Peizhi Ying, Liqi Cheng +4Document Information ExtractionMultimodal Large Language Models

    State Key Lab of CAD&CG, Zhejiang University · Zhejiang University Hangzhou, Zhejiang, China · Guangdong University of Technology Guangzhou, Guangdong, China

  34. Extracting Knowledge from an Arabic-English Machine-Readable Dictionary Using Information Extraction

    Jun 26, 2026Diaa M. Fayed, Aly A. Fahmy, Mohsen A. Rashwan +1Arabic NLPDocument Information Extraction

    Department of Computer Science Faculty of Computers and Information, Cairo University Giza, Egypt · Department of EECE Faculty of Engineering, Cairo University Giza, Egypt · Department of Arabic Language and Literatures Faculty of Arts, Cairo University Giza, Egypt

  35. A Study of Temporal Fusion Strategies for Named Entity Recognition in Historical Texts

    Jun 26, 2026Emanuela BorosNamed Entity RecognitionDocument Information Extraction

    Digital Humanities Laboratory, EPFL, Lausanne, Switzerland

  36. LLM-Based Examination of Eligibility Criteria from Securities Prospectuses at the German Central Bank

    Jun 25, 2026Serhii Hamotskyi, Akash Kumar Gautam, Christian HänigFinancial ServicesLegal NLP

    Anhalt University of Applied Sciences

  37. Utilizing Cognitive Signals Generated during Human Reading to Enhance Keyphrase Extraction from Microblogs

    Jun 25, 2026Xinyi Yan, Yingyi Zhang, Chengzhi ZhangDocument Information ExtractionMultimodal Learning

    Department of Information Management, Nanjing University of Science and Technology, Nanjing, 210094, China · Department of Archives and E-government, Soochow University, Suzhou, China

  38. Extracting Problem and Method Sentence from Scientific Papers: A Context-enhanced Transformer Using Formulaic Expression Desensitization

    Jun 25, 2026Yingyi Zhang, Chengzhi ZhangData AugmentationDocument Information Extraction

    Department of Archives and E-government, Soochow University, Suzhou, China · Department of Information Management, Nanjing University of Science and Technology, Nanjing, China

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

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

    University of Zurich, Switzerland · 2 École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland · Swiss Federal Institute of Technology Zurich (ETHZ), Switzerland

  40. AI-PAVE-Br: Leveraging Large Language Models for Enhanced Product Attribute Value Extraction through a Golden Set Approach

    Jun 23, 2026Murilo Gazzola, Hugo Gobato Souto, Samuel Silva +4Document Information ExtractionLLM Information Extraction

    LuizaLabs – Center of Excellence in Artificial Intelligence S˜ao Paulo, SP – Brazil · Department of Computing and Informatics – Mackenzie Presbyterian University S˜ao Paulo, SP – Brazil · Institute of Mathematics and Computer Sciences - University of S˜ao Paulo S˜ao Carlos, SP – Brazil

  41. Beyond Logprobs: A Multi-Signal Confidence Engine for LLM-Based Document Field Extraction

    Jun 23, 2026Nitesh KumarSelective PredictionDocument Information Extraction

    1Perfios Software Solutions Pvt. Ltd.

  42. AutoSpecNER: A Fine-Grained Named Entity Recognition Dataset for Vehicle Specification Extraction

    Jun 23, 2026Jordan Lee, Filippos Ventirozos, Abdirahman Abdullahm +3Named Entity RecognitionDocument Information Extraction

    Department of Computing and Mathematics, Manchester Metropolitan University, UK · *Work conducted during an internship at Autotrader UK. · Autotrader Research Group, Autotrader UK

  43. Building Agent Harnesses for Scientific Curation from Multimodal Sources

    Jun 19, 2026Sheng Zhang, Qin Liu, Renqian Luo +9Document Information ExtractionScientific Workflow Automation

    Microsoft Research · University of California, Davis · Merck & Co., Inc., Rahway, NJ, USA

  44. Source-Grounded Data Generation for Text-to-JSON Learning

    Jun 18, 2026Sunghee Ahn, Guijin Son, Youngjae YuGrounded Text GenerationSynthetic Data Generation

    1Seoul National University

  45. Toten: A Knowledge-Based System For Structure-Preserving Representation Of Physical Quantities And Technical Notation In Brazilian Portuguese

    Jun 17, 2026Antonio de Sousa Leitão Filho, Allan Kardec Duailibe Barros Filho, Fabrício Saul Lima. Selby Mykael Lima dos Santos +1Document Information Extraction

    Aia Context, São Luís, Brazil · Universidade Federal do Maranhão, São Luís, Maranhão, Brazil · Universidade de São Paulo, São Paulo, Brazil

  46. Agents-K1: Towards Agent-native Knowledge Orchestration

    Jun 11, 2026Zongsheng Cao, Bihao Zhan, Jinxin Shi +23KG ConstructionAI for Science

    Shanghai Artificial Intelligence Laboratory · East China Normal University · Fudan University

  47. LEDGER: A Long-Context Benchmark of Corporate Annual Reports for Grounded Financial Retrieval and Extraction

    Jun 11, 2026Charles Moslonka, Amaury de Vitry, Arthur Garnier +2Long-Context RetrievalDocument Information Extraction

    Artefact Research Center Paris, France · MICS, CentraleSupélec, Université Paris-Saclay Gif-sur-Yvette, France · Ardian Paris, France

  48. AAbAAC: An Annotated Corpus for Autoimmunity Information Extraction

    Jun 11, 2026Fabien Maury, Solène Grosdidier, Maud de Dieuleveult +1Named Entity RecognitionDocument Information Extraction

    Imagine - U1163, HeKA | U1346 · Inserm, Université Paris Cité, U1163 Institut Imagine, Paris, France · Imagine - U1163 +3

  49. eCREAM-MedCorpus A Large-Scale Corpus of Clinical Notes for Italian

    Jun 10, 2026Tiziano Labruna, Guido Bertolini, Pietro Ferrazzi +1Document Information ExtractionClinical Information Extraction

    Fondazione Bruno Kessler, Trento, Italy · Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy · University of Padua, Padua, Italy

  50. Notes2Skills: From Lab Notebooks to Certainty-Aware Scientific Agent Skills

    Jun 10, 2026Shi Liu, Jiayao Chen, Chengwei Qin +3AI for ScienceDocument Information Extraction

    Southern University of Science and Technology, Shenzhen, China · Shenzhen Loop Area Institute, Shenzhen, China · The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China +1

  51. Attention Expansion: Enhancing Keyphrase Extraction from Long Documents with Attention-Augmented Contextualized Embeddings

    Jun 9, 2026Roberto Martínez-Cruz, Alvaro J. López-López, José PortelaDocument Information ExtractionLong-Context Modeling

    Institute for Research in Technology, ICAI School of Engineering, Comillas Pontifical University, Madrid, Spain. · DD-AIM, New York, USA.

  52. ChartLens: A Dual-Branch Framework for Chart Data Correction and Factual Summary Refinement

    Jun 9, 2026Hao Liu, Ruping Cao, Kun Wang +4Document Information ExtractionChart Data Extraction

    1Shandong University · 2Southeast University · 3Harbin Institute of Technology (Shenzhen)

  53. How Small Can You Go? LoRA Fine-Tuning 270M-8B Models for Merchant Information Extraction in Financial Transactions

    Jun 6, 2026Donghao Huang, Tomas Drietomsky, Benjamin Barrett +1Financial ServicesMemory-Efficient Fine-Tuning

    Research and Development, Mastercard, Arlington, VA, USA · School of Computing and Information Systems, Singapore Management University, Singapore · Economic Intelligence, Mastercard, Prague, Czech Republic

  54. ReadingMachine: A Computational Methodology for Structured Corpus Reading and Large-Scale Synthesis

    Jun 5, 2026James MorrisseyDocument Information ExtractionLLM Information Extraction

  55. RealDocBench: A Benchmark for Field-Level QA and Layout Understanding on Real-World Regulated Documents

    Jun 5, 2026Ameya Joshi, Joon Kim, Gus Eggert +5Benchmark DesignDocument Information Extraction

    Extend AI

  56. HKJudge: A Legal Discourse-Annotated Corpus for Interpreting What Courts Find, How They Reason, and What They Rule

    Jun 4, 2026Xi Xuan, Wenxin Zhang, Yufei Zhou +2Legal NLPDocument Information Extraction

    City University of Hong Kong · University of Chinese Academy of Sciences

  57. Benchmarking Open-Source Layout Detection Models for Data Snapshot Extraction from Institutional Documents

    Jun 4, 2026AJ Carl P. Dy, Aivin V. SolatorioDocument Information ExtractionDocument Layout Analysis

    Development Data Group Office of the World Bank Group Chief Statistician The World Bank 1818 H Street N.W., Washington, 20433 District of Columbia, USA

  58. EURO-5K: When Does Domain Pretraining Matter? Benchmarking Transformers for EU Reporting Obligation Extraction

    Jun 2, 2026Marios Koniaris, Vasileios Kotronis, Eugenia Giannini +1Language Model PretrainingLegal NLP

    Division of Computer Science, School of Electrical and Computer Engineering, National Technical University of Athens, Iroon Polytechniou 9, Zographou Campus, 15780, Athens, Greece. · Department of Humanities Social Sciences and Law, School of Applied Mathematical and Physical Sciences, National Technical University of Athens, Iroon Polytechniou 9, Zographou Campus, 15780, Athens, Greece.

  59. An NLP-Driven Framework for Curriculum-Labor Market Alignment: Schema-Constrained LLM Extraction, ESCO-Anchored Semantic Matching, and Multi-Dimensional Gap Quantification

    Jun 1, 2026Sherzod Turaev, Mary John, Mamoun Awad +2Document Information ExtractionLLM Information Extraction

    Department of Computer Science & Software Engineering, College of Information Technology, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates · Academic Support Department, Abu Dhabi Polytechnic, Abu Dhabi, United Arab Emirates · Department of Information Systems and Security, College of Information Technology, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates

  60. Construction of Historical Knowledge Graphs Based on BERT and Graph Neural Networks

    Jun 1, 2026Ping Li, Bartlomiej BrzozkaKG ConstructionHistorical Document Analysis

    Shandong Management University, Jinan, Shandong Province, 250357, China · Maria Curie-Sklodowska University, Faculty of Mathematics, Physics and Computer Science, 20-031 Lublin, Poland