Document Understanding

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5 papers in the last four weeks, level with the four weeks before. 0.0% of all new papers.

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  1. Sentence Specificity Scores for Collaborative Technical Documentation: A Domain-Transfer Study

    Oct 1, 2026Rocker D'Antonio, Thomas Benton Townsend, Dimitrios Michael ManiasDocument UnderstandingDomain Generalization

    Mississippi State University, USA

  2. 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

  3. SpecRead: A Benchmark for Measuring Whether Language Models Understand Hardware Specifications

    Sep 27, 2026Feilian HuangDocument UnderstandingLLM Evaluation

    Independent Researcher

  4. Improving Cross-Lingual Transfer for Sequential Sentence Classification in Research Papers via Structural Similarity

    Sep 17, 2026Kazuhiro Yamauchi, Marie KatsuraiDocument UnderstandingText Classification

    Doshisha University Kyotanabe, Japan

  5. BlueprintAgent: Constraint-Triggered Targeted Revisits for Simulation-Ready Generation from Scanned Structural Blueprints

    Sep 7, 2026Zhouyuan Xu, Chen Yang, Linhao Wang +2Document UnderstandingConstrained Generative Modeling

    Tsinghua University, Beijing 100084, China

  6. 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

  7. SciTrue: Reliable Scientific Claim Validation with Frontier and Open Language Models at the NTCIR SciClaimEval Task

    Sep 1, 2026Qiming Bao, Neşet Özkan Tan, Siyuan Wang +1Document UnderstandingLLM Evaluation

    University of Auckland · New Zealand · The Chinese University of Hong Kong +1

  8. 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

  9. InSight-doc: Agentic Visual Perception for Long-Document Understanding

    Aug 11, 2026Kaican Li, Weiyan Xie, Lewei Yao +4Document UnderstandingVisual Question Answering

    1The Hong Kong University of Science and Technology · 2Huawei

  10. FormStruct-Bench:A Hierarchical and Diagnostic Benchmark for Table-Form Document Structure Recognition

    Aug 11, 2026Lujie Ban, Jiangtao Zhu, Yuanheng Yu +2Document UnderstandingTable Structure Recognition

    The Chinese University of Hong Kong, Shenzhen · University of Washington

  11. Locating Failure in Multi-Page Visually Rich Document Understanding: An Empirical Attribution

    Aug 8, 2026Lewei Xu, Yihao Ding, Zihan Xu +5Document UnderstandingMultimodal Reasoning

    The University of Western Australia · The University of Melbourne · Weill Cornell Medicine

  12. Stockmark-Nemotron-3-Nano-Omni-JapanDocReader: Structured Document Parsing via Capability Injection and Forgetting Control

    Aug 7, 2026Shi Chen, Hayato Aida, Makoto Morinaga +2Document UnderstandingMultimodal Large Language Models

    Stockmark Inc.

  13. 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

  14. BEST-KAG: Enhancing Question Answering of Building Engineering Standards with Multimodal Knowledge Graph Modeling and Large Language Model

    Aug 2, 2026Jia-Rui Lin, Junxi Guo, Keyin Chen +1Document UnderstandingKG Construction

    Department of Civil Engineering, Tsinghua University, Beijing, China, 100084 · Key Laboratory of Digital Construction and Digital Twin, Ministry of Housing and Urban-Rural Development, Beijing, China, 100084

  15. Slides2MindMap: Reconstructing Cognitively Efficient Knowledge Hierarchies from Lecture Slides

    Aug 1, 2026Yuzhi Wang, Rongjun Ye, Shengyuan Chen +5Document UnderstandingEducational Technology

    1The Hong Kong Polytechnic University · 2Shanghai Jiaotong University

  16. DeCoRAG: Cognitive Decoupling and Semantic-Aware Cropping for Complex Document Understanding

    Jul 27, 2026Shuo Wang, Kai Zhang, Wenyuan Huang +5Document UnderstandingMultimodal RAG

    QiYuanLab, Beijing, China · Beijing University of Posts and Telecommunications, Beijing, China

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

    Jul 27, 2026Mingxuan SunRelation ExtractionDocument Understanding

    Department of Computer Science, Universit´e de Sherbrooke, Sherbrooke, Canada

  18. 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

  19. DocAtlas: Long-Document Understanding as Mutable-State Interaction

    Jul 21, 2026Hongchen Wei, Yuanzhe Wang, Bei Liu +8Document UnderstandingLong-Context QA

    Wuhan University · Microsoft

  20. Can LLMs Perform Technical Comprehension of Computer Architecture Papers?

    Jul 13, 2026Nishant Aggarwal, Aishwarya Lekshmi Chithra, Ayushi Dubal +8Document UnderstandingLLM Evaluation

    University of Wisconsin–Madison and NVIDIA Research.

  21. OmniMapBench: Benchmarking Visual-Centric Reasoning on Diverse Map Documents

    Jul 10, 2026Yang Chen, Yunwen Li, Yufan Shen +6VLM EvaluationDocument Understanding

    Shanghai Artificial Intelligence Laboratory · Zhejiang University · M-A-P +2

  22. DocMaster: A Hierarchical Structure-Aware System for Document Analysis

    Jul 9, 2026Ziqi Chen, Yingli Zhou, Fangyuan Zhang +3Document UnderstandingDocument QA

    The Chinese University of Hong Kong, Shenzhen · The Chinese University of Hong Kong · OceanBase, AntGroup

  23. Comparative Study of Domain-adapted VLMs for General Document Visual Question Answering

    Jul 8, 2026Miguel Lopez-Duran, Elena Marrero, Julian Fierrez +8VLM EvaluationDocument Understanding

    BiometricsAI, Universidad Autónoma de Madrid (UAM), Spain

  24. 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

  25. Hierarchical Evidence-Driven Reasoning for Long Document Understanding

    Jul 6, 2026Junyu Xiong, Yonghui Wang, Rongjian Gu +4Multi-Hop QADocument Understanding

    University of Science and Technology of China · iFLYTEK Research

  26. Reading Order Inference for Complex Document Layouts

    Jul 1, 2026Iddo Hakim, Sharva Gogawale, Omer Ventura +4Document UnderstandingHistorical Document Analysis

    School of Computer Science and AI, Tel Aviv University, Ramat Aviv, Israel

  27. Beyond Single Character: Evaluating MLLMs for Sentence-Level Oracle Bone Inscription Understanding

    Jun 30, 2026Ziqi Li, Zijian Chen, Tingzhu Chen +1VLM EvaluationDocument Understanding

    Nanjing University of Science and Technology, Nanjing 210094, China · Shanghai Jiao Tong University, Shanghai 200240, China · Shanghai Artificial Intelligence Laboratory, Shanghai 200232, China

  28. Automated sign detection across the Electronic Babylonian Library: A large-scale dataset and end-to-end cuneiform OCR pipeline

    Jun 21, 2026Wentao Che, Esteban Garcés Arias, Asim Niaz +2Document UnderstandingObject Detection

    Institute of Assyriology and Hittite Studies, LMU Munich, Germany · Department of Statistics, LMU Munich, Germany · Munich Center for Machine Learning (MCML), Germany

  29. The Stanford EDGAR Filings Dataset: Reconstructing U.S. Corporate and Financial Disclosures into Layout-Faithful and Token-Efficient Pretraining Data

    Jun 16, 2026Nick Bettencourt, Xiaowei Ding, Kay GieseckeDocument UnderstandingLong-Context Language Modeling

    Department of Applied Statistics and Data Science University of California, Los Angeles · School of Information Management Nanjing University · Advanced Financial Technologies Lab Stanford University

  30. Text region detection in historical astronomical diagrams

    Jun 14, 2026Zeynep Sonat Baltacı, Raphaël Baena, Fei Meng +4Document UnderstandingHistorical Document Analysis

    LIGM, ENPC, IP Paris, Univ Gustave Eiffel, CNRS, Marne-la-Vallée, France · LTE, CNRS, PSL-Observatoire de Paris, SU, EIDA Project