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. CroissantMiner: Automated Extraction and Validation of Croissant Metadata for ML Datasets

    Oct 5, 2026Berke Arda, Ahmetcan Yavuz, Paul Gerry +7Document Information ExtractionLLM Information Extraction

    ETH Zurich · CSAIL, MIT · Helmholtz Zentrum München +5

  2. Agentic schema-guided extraction of materials process knowledge from scientific literature

    Oct 5, 2026Sameer Sadruddin, Jennifer D'SouzaKG ConstructionDocument Information Extraction

    TIB Leibniz Information Centre for Science and Technology, Hannover, Germany.

  3. Smart Content Ingestion for Generative AI Workloads

    Oct 5, 2026Abbas Raza Ali, Muhammad Ajmal Siddiqui, Moona ZahidDocument ChunkingDocument Information Extraction

    Citigroup Inc., London, United Kingdom · Ernst & Young LLP, London, United Kingdom · NVIDIA Corporation, London, United Kingdom

  4. Can large language models unlock discrete data in ophthalmic diagnostic reports?

    Sep 30, 2026Umair A. Zaidi, An-Lun Wu, Wei-Chun Lin +2Document Information ExtractionClinical Information Extraction

    Division of Informatics, Clinical Epidemiology and Translational Data Science, Oregon Health & Science University, Portland, OR · Casey Eye Institute, Department of Ophthalmology, Oregon Health & Science University, Portland, OR · Department of Ophthalmology and Visual Sciences, University of Illinois Chicago, Chicago, IL

  5. PolyOCR-Venus: Unified OCR Foundation Models for Text-Centric Visual Intelligence

    Sep 29, 2026GuangJian Team, Kaili Huang, Yongshuo Zhang +22Document UnderstandingVision Foundation Models

    Ant Group

  6. Source-preserving alignment for robust evidence localization in scientific PDFS

    Sep 28, 2026Zihao Liu, Wei Yang, Zixiao Dong +4Document Information Extraction

    School of Computer Science and Technology, University of Science and Technology of China · State Key Laboratory of Cognitive Intelligence · University of Science and Technology of China +1

  7. Adapt Semantics, Not Structure: Few-Instance Schema Calibration for Scientific PDF Extraction

    Sep 28, 2026Zixiao Dong, Wei Yang, Zihao Liu +4Document Information ExtractionLLM Information Extraction

    School of Computer Science and Technology, University of Science and Technology of China · State Key Laboratory of Cognitive Intelligence · University of Science and Technology of China +1

  8. ReScraper: Unified Scraping and Cleaning of Web Data for Effective LLM Pretraining

    Sep 28, 2026Zichun Yu, Jiarui Yan, Shlok Sanghvi +2Language Model PretrainingDocument Information Extraction

    Language Technologies Institute, Carnegie Mellon University

  9. Robust Hierarchical Structures for Agentic Document Analysis

    Sep 27, 2026Ruiying Ma, Yiming Lin, Aditya G. ParameswaranDocument Information ExtractionDocument Parsing

    UC Berkeley

  10. ARGUS: Role-Aware Event Knowledge Graphs for U.S. Employment-Discrimination Complaints

    Sep 24, 2026Sriram Kannan, Swetha Saseendran, Vishnu Vardhan Reddy Kandi +3KG ConstructionDocument Information Extraction

    University of Massachusetts Amherst · Bloomberg

  11. EAGER: Enhancing Generative Event Extraction via Reinforcement Learning with Verifiable Rewards

    Sep 24, 2026Omar Adjali, Siting Liang, Omair Shahzad Bhatti +1RL for Language ModelsDocument Information Extraction

    German Research Center for Artificial Intelligence (DFKI), Germany · Carl von Ossietzky Universität Oldenburg, Germany

  12. EviStreams: Human-in-the-Loop AI Data Extraction for Systematic Reviews in Medicine

    Sep 23, 2026Sai Karthik Kosuri, Ankita Shashikant Bhosale, Michael Glick +2Document Information ExtractionHuman-in-the-Loop AI

    Center for Integrative Global Oral Health (CIGOH), Penn Dental Medicine, University of Pennsylvania · Department of Computer and Information Science, University of Pennsylvania

  13. Automated Extraction of Records of Processing Activities (RoPA) Using Hybrid RAG and Locally Deployed Large Language Models

    Sep 23, 2026To Duy Hinh, Nguyen Le Quoc Anh, Phan Van Tri +1Retrieval-Augmented GenerationLegal NLP

    Academy of Cryptography Techniques, Ho Chi Minh City Campus, Government Cipher Committee, Vietnam · Faculty of Computer Science and Engineering, Ho Chi Minh City University of Technology (HCMUT), 268 Ly Thuong Kiet Street, Dien Hong Ward, Ho Chi Minh City, Vietnam · Vietnam National University Ho Chi Minh City, Linh Xuan Ward, Ho Chi Minh City, Vietnam

  14. Domain-Adaptive Pretraining Enhances Water Treatment Semantic Representation for Large-Scale Structured Literature Mining

    Sep 22, 2026Mudi Zhai, Ruihong Qiu, Qingyun Zeng +3KG ConstructionDomain-Adaptive Pretraining

    UNSW Water Research Centre, School of Civil and Environmental Engineering, The University of New South Wales, Sydney, NSW 2052, Australia · School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, QLD 4072, Australia · Microsoft Copilot Studio AI, Redmond, WA 98052, United States +2

  15. ArticleMiner: Ontology-Guided Knowledge Graph Construction from Scientific Publications

    Sep 22, 2026Md Abrar Jahin, Craig A. Knoblock, Jay PujaraKG ConstructionDocument Information Extraction

    USC Information Sciences Institute, Marina del Rey, CA 90292, USA · Thomas Lord Department of Computer Science, University of Southern California, Los Angeles, CA 90089, USA

  16. Spectra: A Rules-Driven LLM Pipeline for Automated KYC Document Processing

    Sep 21, 2026Miray Wahib, Ethan Tran, Rea Mourad +2Document Information ExtractionBusiness Process Automation

    Royal Bank of Canada

  17. From UNDRR Reports to Event Records: Schema-Constrained LLM Extraction of Georeferenced Disasters

    Sep 20, 2026Camilla Andreozzi, Phuong-Anh Nguyen-Le, Zhijing Jin +1Document Information ExtractionLLM Information Extraction

    ETH Zürich · United Nations Office for Disaster Risk Reduction (UNDRR) · University of Maryland +2

  18. ARID: A Deployable Edge AI System for Structured Information Extraction from Industrial Maintenance Work Orders

    Sep 20, 2026Kuanlin Chen, Chen-Wei KuoOn-Device Language Model InferenceDocument Information Extraction

    Independent Researcher Taoyuan, Taiwan · National Tsing Hua University Hsinchu, Taiwan

  19. Structuring occupational accident narratives for cross-sector safety analysis: Transferability of accident-process role classification

    Sep 18, 2026Aho Yapi, Pierre Latouche, Arnaud Guillin +1Document Information ExtractionTask Transferability Estimation

    Laboratoire de Mathématiques Blaise Pascal (UMR 6620 CNRS), Université Clermont Auvergne, 3, Place Vasarely, Aubière, 63178, France · LYF SAS, Cikaba, 4 rue Eric de Cromières, Clermont-Ferrand, 63000, France · Institut Universitaire de France (IUF), Paris, France

  20. Perception, Layout, and Validation: Calibrated Confidence for Reliable Straight-Through Processing of Financial Documents

    Sep 17, 2026Yichao Jin, Yushuo Wang, Yuxuan Han +7Document Information ExtractionVLM Calibration

    OCBC, Singapore

  21. CliniCIRCA: A Modular LLM Framework for Constructing Longitudinal Mental Health Patient Journeys from Raw EHR Narratives

    Sep 17, 2026Aiwei Ivy Zhang, Nimra Ishfaq, Mohit Chandra +5Temporal Reasoning in Language ModelsMental Health

    Georgia Institute of Technology · University of Texas at Austin · Northwell Health

  22. PageRecall: Measuring Page Selection in Literature-Grounded Question Answering

    Sep 16, 2026Aaditya ChauhanDocument Information ExtractionScientific QA

    Independent Researcher

  23. SAGE: Governed Artifact Generation from Enterprise Guidelines

    Sep 15, 2026Mohammadreza Sediqin, Shivali Dalmia, Sumukha Thoppanahalli +2LLM Hallucination MitigationLLM Guardrails

    Centific Research New York, USA · Centific Research Seattle, USA · Centific Research Washington, USA

  24. Quantifying Organizational Environmental Action from Web Data and Large Language Models

    Sep 15, 2026Quinn Reynolds, Daniel Shore, Vianey Leos Barajas +2Semantic SearchDocument Information Extraction

    Department of Statistical Sciences, University of Toronto · School of the Environment, University of Toronto

  25. Beyond Accuracy: Robustness, Cost, and Governance Trade-offs for Vision-Language Models in Templated Document Extraction

    Sep 14, 2026Kushal Patel, Pushkal Shrivastava, Mackenzie Lees +4VLM EvaluationVLM Robustness

    John Hancock, 200 Berkeley St, Boston, MA 02116, USA

  26. TEAR: Table Extraction with Attribute Recommendation from Texts via Large Language Models

    Sep 14, 2026Tong Li, Shuye Ding, Jiachuan Wang +4Document Information ExtractionLLM Information Extraction

    Hong Kong University of Science and Technology Hong Kong SAR, China · Hong Kong University of Science and Technology (Guangzhou) Guangzhou, China · South China Normal University Guangzhou, China

  27. Extracting Dataset Mentions in Forced Displacement and FCV Documents: A Weakly Supervised Framework with LLM-Based Label Refinement

    Sep 14, 2026Rafael Macalaba, Aivin V. Solatorio, Patrick Michael Brock +1LLM-Assisted AnnotationDocument Information Extraction

    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 · World Bank UNHCR Joint Data Center UN City Marmorvej 51, 2100 Copenhagen, Denmark

  28. Anchoring Clinical Events in Time: UID-Preserving Multimodal Reconstruction and Source-Grounded Adjudication

    Sep 14, 2026Sayantan Kumar, Nicolas Grimaldi, Jack Cummins +1Multimodal GroundingDocument Information Extraction

    National Library of Medicine, National Institutes of Health, USA · Princeton University, USA

  29. Automated Detection and Structuring of Social Tipping Point Evidence in Climate related Documents: A Modular AI Framework

    Sep 14, 2026Kavindu Perera, Mohammad Abaeiani, Ekaterina Gilman +14Climate ScienceDocument Information Extraction

    Center for Applied Computing, University of Oulu, Oulu, 90570, North Ostrobothnia, Finland. · Center for Machine Vision and Signal Analysis, University of Oulu, Oulu, 90570, North Ostrobothnia, Finland. · ITML CY, 185 Arch. Makariou III Ave, Limassol, 3095, Cyprus. +6

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

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

    Laboratory for Big Data and Decision, National University of Defense Technology, Changsha, China

  31. From Document Silos to Process Intelligence: A Multi-Layer Knowledge Graph for CMC Process Development

    Sep 10, 2026Reza Amirmoshiri, Faryad Sahneh, Yasser JangjouKG ConstructionLLM Agent Evaluation

    CMC Synthetics, Sanofi US · Accelerator Data science GBU, Sanofi US

  32. Who Argues What? Joint Argument-Entity Detection and Classification in Political Debates

    Sep 9, 2026Lucio La Cava, Stefano Francesco Monea, Sergio GrecoNamed Entity RecognitionArgument Mining

    DIMES Dept., University of Calabria v. P. Bucci 44Z, 87036 Rende, CS, Italy

  33. Scaling E-Commerce Attribute Extraction with Parallel Decoding

    Sep 9, 2026Nikhita Vedula, Dushyanta Dhyani, Bryan Wang +1Document Information ExtractionLLM Information Extraction

    Amazon.com, Inc.

  34. Reproducing Omitted Temporal Expressions in Japanese News for Retrieval-Augmented Applications

    Sep 9, 2026Tomoaki Yasuda, Shotaro IshiharaTemporal IRDocument Information Extraction

    Kagawa University · Nikkei Inc.

  35. Artificial Intelligence-Assisted Digital Inventory of Cultural Heritage & Traditional Knowledge: Case for Indonesian Open Digital Library of Culture

    Sep 8, 2026Hokky SitungkirDocument Information ExtractionHuman-in-the-Loop AI

    Dept. Computational Sociology - Bandung Fe Institute.

  36. AAS-RAIL: Improving Information Extraction for Asset Administration Shells through Retrieval-Augmented In-Context Learning

    Sep 7, 2026Janek Groß, Jens HeidrichDocument Information ExtractionLLM Information Extraction

    University of Applied Sciences Mainz, Mainz, Rhineland-Palatinate, Germany

  37. Retrieval-Augmented Multi-Prompt Ensemble for Minor-Grain Breeding Information Extraction

    Sep 7, 2026Hang Zhao, Jiahao WangRetrieval-Augmented GenerationDocument Information Extraction

    Zhengzhou University · Harbin Institute of Technology (Shenzhen)

  38. SciDocBench: A Workflow-Centered Benchmark and Data Pipeline for Scientific Document Understanding

    Sep 4, 2026Shenxi Wu, Yuhong Liu, Haosong Zhang +8Document UnderstandingLLM Evaluation

    The Chinese University of Hong Kong · Shanghai Artificial Intelligence Laboratory · New York University +5

  39. Closing Cost-Quality Gap in Document VLMs: Difficulty-Aware Data Curation and Quality-Adjusted Deployment Economics

    Sep 1, 2026Maksim Evdokimov, Matvey Ivanov, Dmitrii Tsiupin +3Training Data CurationDocument Information Extraction

    T-Tech

  40. Web Price Extraction: State of the Art and an Adaptive Browserless Implementation

    Sep 1, 2026Evgeniia Kositsyna, Jorge Lloret-GazoDocument Information ExtractionE-Commerce

    Department of Computer Science and Systems Engineering, University of Zaragoza, Zaragoza, Spain

  41. Verifiable Disaster Storylines and Causal Knowledge Graphs: A Citation-Grounded Pipeline from Heterogeneous Humanitarian Sources

    Sep 1, 2026Ivan Decostanzi, Michele Ronco, Sergio Consoli +8KG ConstructionGrounded Text Generation

    ISI Foundation · Turin, Italy · European Commission, Joint Research Centre (JRC) +4

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

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

    Department of Information Engineering, University of Padova, Padova, Italy

  43. Joint Training Is Not Enough: Conditioned Cross-Granularity Training for Multimodal Document Understanding

    Sep 1, 2026Chengguang Gan, Yunhao Liang, Hanjun Wei +2Document Information ExtractionMulti-Task Learning

    Independent Researcher · University of Chinese Academy of Sciences · Department of Information Convergence Engineering, Pusan National University, South Korea +1

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

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

    Institute of Data Science in Biomedicine, TU Braunschweig, Braunschweig, Germany · Braunschweig Integrated Centre of Systems Biology, TU Braunschweig, Braunschweig, Germany

  45. Token-Efficient Data Reasoning Agents via Adaptive Structuring of Unstructured Data

    Aug 31, 2026Milad Rezaei Hajidehi, Qitong Wang, Stratos IdreosDocument Information ExtractionAgentic RAG

    Harvard University · Cambridge, Massachusetts, USA

  46. OCR-Based Field Extraction for Archaeological Pottery Metadata: The CENTURIA Dataset

    Aug 31, 2026Gissu Valentina Naghavi, Dominik Hagmann, Martin Kampel +1Document Information ExtractionOptical Character Recognition

    Computer Vision Lab, TU Wien, Vienna, Austria · Austrian Archaeological Institute, Austrian Academy of Sciences, Vienna, Austria

  47. Quantitative Evidence Mining for Plausibility-Aware Biomedical AI: A Narrative Review and Conceptual Framework

    Aug 31, 2026Negin Sadat Babaiha, Stefan Geissler, Marie-Christine Simon +2Document Information ExtractionBiomedical IR

    Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing (SCAI), Schloss Birlinghoven, Sankt Augustin, Germany · Kairntech SAS, 29 Chemin du Vieux Chêne, Meylan 38240, France · Bonn-Aachen International Center for Information Technology (b-it), University of Bonn, Bonn, Germany

  48. From Analytics to Tumor Boards: An Evidence-Linked Multi-Agent Workflow for Oncology Feature Extraction

    Aug 29, 2026Daniel Kang, Michelle Hu, Soorya Ram Shimgekar +12Document Information ExtractionClinical Information Extraction

    Nimblemind · Independent Researcher · School of Interactive Computing, Georgia Institute of Technology +5

  49. ROBE: Reversed-Order-Biased-Experts for Extracting Extreme Long-tail Events from Historical Texts

    Aug 25, 2026Stella Verkijk, Piek VossenLong-Tailed ClassificationEnsemble Learning

    Vrije Universiteit Amsterdam · Huygens Instituut

  50. Beyond Visual Evidence: Revealing and Mitigating Relational Privacy Leakage in Document MLLMs

    Aug 13, 2026Beining Xu, Hairui Wang, Jiaxin Wang +2Document UnderstandingPrivacy-Preserving Language Models

  51. SoK: From Generation to Consumption of Privacy Documents in Software Systems

    Aug 12, 2026Shidong Pan, Clark LaChance, Zhen Tao +1Document Information ExtractionLegal Document Analysis

    New York University, USA · University of Maine, USA · Technical University of Munich, Germany

  52. GUIDE: Governed Unified Intelligence for Document-to-Artifact Generation in Enterprise Settings

    Aug 12, 2026Shivali Dalmia, Sumukha Thoppanahalli, Mohammadreza Sediqin +1Multi-Agent LLM SystemsDocument Information Extraction

    Centific Research Washington, USA

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

    Aug 11, 2026Tsofia Cohen, Tom HopeRelation ExtractionKG Construction

    The Hebrew University of Jerusalem · Allen Institute for AI (Ai2)

  54. Leveraging Human Reading Behavior for Keyphrase Extraction: A Webcam-based Eye-tracking Corpus

    Aug 11, 2026Chengzhi Zhang, Xinyi Yan, Wenqi YuDocument Information ExtractionEye Tracking

    Department of Information Management, Nanjing University of Science and Technology, Nanjing, 210094, China

  55. PolicyKG: An Agentic LLM Pipeline for Translating Institutional Policies into SHACL Knowledge Graphs

    Aug 10, 2026Ponkrit Kaewsawee, Chaklam Silpasuwanchai, Chutiporn AnutariyaKG ConstructionDocument Information Extraction

    Asian Institute of Technology, Pathum Thani, Thailand

  56. 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)

  57. Pre-Inference Routing for Cost-Efficient Document Field Extraction

    Aug 6, 2026Sreerekha RajendranAdaptive Model RoutingDocument Information Extraction

    Independent Researcher Salt Lake City, Utah, United States

  58. ConstructCIE: A Dataset for Extracting Causal Information from Construction Accident Narratives

    Aug 6, 2026Hung Nguyen, Jaehoon Lee, Namgyun Kim +1Document Information ExtractionCausal Attribution

    Department of Computer Science, Texas A&M University · Department of Construction Science, Texas A&M University

  59. Schema-Guided Hierarchical Information Extraction and Semantic Evaluation Using Generative AI

    Aug 6, 2026Modhurita Mitra, Jan-Willem Versteeg, Maarten D. Schermer +3Document Information ExtractionAutomated Evaluation

    Research Engineering Team, Information and Technology Services, Utrecht University, Utrecht, The Netherlands · Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands

  60. MinerU.Chem: A High-Precision System for Optical Chemical Structure and Reaction Recognition

    Aug 4, 2026Haote Yang, Jiang Wu, Jingchao Wang +42Document Information ExtractionOptical Character Recognition