Document Analysis

Agentic Context Strategies for Multi-Format Document Understanding: When Should Language Models Use Tools? ACL 2026 A Multistage Extraction Pipeline for Long Scanned Financial Documents: An Empirical Study in Industrial KYC Workflows ACL 2026 Armenian AutoEpiDoc: Automated Extraction and Encoding of Armenian Inscriptions into EpiDoc TEI/XML EACL 2026 Beyond Atomic Characters: Glyph-Aware Sub-character Alignment for Low-Resource Multilingual OCR ACL 2026 CSPO: Alleviating Reward Ambiguity for Structured Table-to-LaTeX Generation ACL 2026 DocWaveDiff: A Predict-and-Refine approach for Document Image Enhancement with Wavelet U-Nets and Diffusion models WACV 2026 DREAM: Document Recognition with Explicit Adaptive Memory CVPR 2026 End-to-End Hyper-Relational Information Extraction for Engineering Diagrams via Dynamically Tokenized Relation Transformer CVPR 2026 FocalOrder: Focal Preference Optimization for Reading Order Detection ACL 2026 From Recognition to Reasoning: Benchmarking and Enhancing MLLMs on Real-World Receipt Document Understanding ACL 2026 Hemolix.TabGen: Optimized Table Generation from Documents ACL 2026 LLM-Guided Probabilistic Fusion for Label-Efficient Document Layout Analysis CVPR 2026 MCHDoc: A Comprehensive Benchmark for Reading Multi-Carrier Chinese Historical Documents CVPR 2026 MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A ACL 2026 OCRTurk: A Comprehensive OCR Benchmark for Turkish EACL 2026 PIX-TAB: Efficient PIXel-Precise TABle Structure Recognition Approach with Speculative Decoding and Region-Based Image Segmentation CVPR 2026 PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generation ACL 2026 SlideAgent: Hierarchical Agentic Framework for Multi-Page Visual Document Understanding ACL 2026 Specializing Large Models for Oracle Bone Script Interpretation via Component-Grounded Multimodal Knowledge Augmentation ACL 2026 TEN: Table Explicitization, Neurosymbolically ACL 2026 TexOCR: Advancing Document OCR Models for Compilable Page-to-LaTeX Reconstruction ACL 2026 AID-Agent: An LLM-Agent for Advanced Extraction and Integration of Documents ACL 2025 AIMSCheck: Leveraging LLMs for AI-Assisted Review of Modern Slavery Statements Across Jurisdictions ACL 2025 Audit-FT at the Regulations Challenge Task: An Open-Source Large Language Model for Audit COLING 2025 Beyond Linear Digital Reading: An LLM-Powered Concept Mapping Approach for Reducing Cognitive Load ACL 2025