Document Analysis

InstructOCR: Instruction Boosting Scene Text Spotting AAAI 2025 Is Cognition Consistent with Perception? Assessing and Mitigating Multimodal Knowledge Conflicts in Document Understanding EMNLP 2025 LATTE: Improving Latex Recognition for Tables and Formulae with Iterative Refinement AAAI 2025 LAW: Legal Agentic Workflows for Custody and Fund Services Contracts COLING 2025 LDP: Generalizing to Multilingual Visual Information Extraction by Language Decoupled Pretraining AAAI 2025 Linear Attention Modeling for Learned Image Compression CVPR 2025 Linguistics-aware Masked Image Modeling for Self-supervised Scene Text Recognition CVPR 2025 LongDocURL: a Comprehensive Multimodal Long Document Benchmark Integrating Understanding, Reasoning, and Locating ACL 2025 MarkushGrapher: Joint Visual and Textual Recognition of Markush Structures CVPR 2025 Marten: Visual Question Answering with Mask Generation for Multi-modal Document Understanding CVPR 2025 MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning ACL 2025 MatViX: Multimodal Information Extraction from Visually Rich Articles NAACL 2025 MEH: A Multi-Style Dataset and Toolkit for Advancing Egyptian Hieroglyph Recognition ICCV 2025 M-LongDoc: A Benchmark For Multimodal Super-Long Document Understanding And A Retrieval-Aware Tuning Framework EMNLP 2025 MMDocIR: Benchmarking Multimodal Retrieval for Long Documents EMNLP 2025 mPLUG-DocOwl2: High-resolution Compressing for OCR-free Multi-page Document Understanding ACL 2025 MSA2: Multi-task Framework with Structure-aware and Style-adaptive Character Representation for Open-set Chinese Text Recognition ICCV 2025 MultiDocFusion : Hierarchical and Multimodal Chunking Pipeline for Enhanced RAG on Long Industrial Documents EMNLP 2025 Multi-Domain Ancient Chinese Named Entity Recognition Based on Attention-Enhanced Pre-trained Language Model NAACL 2025 NusaAksara: A Multimodal and Multilingual Benchmark for Preserving Indonesian Indigenous Scripts ACL 2025 Omni-Chart-600K: A Comprehensive Dataset of Chart Types for Chart Understanding NAACL 2025 OmniDocBench: Benchmarking Diverse PDF Document Parsing with Comprehensive Annotations CVPR 2025 ORIDa: Object-centric Real-world Image Composition Dataset CVPR 2025 Out of Length Text Recognition with Sub-String Matching AAAI 2025 P²Net: Parallel Pointer-based Network for Key Information Extraction with Complex Layouts ACL 2025