document understanding

Multimodal Document-level Triple Extraction via Dynamic Graph Enhancement and Relation-Aware Reflection EMNLP 2025 Multimodal Large Language Models for Text-rich Image Understanding: A Comprehensive Review ACL 2025 OCR Hinders RAG: Evaluating the Cascading Impact of OCR on Retrieval-Augmented Generation ICCV 2025 OmniDocBench: Benchmarking Diverse PDF Document Parsing with Comprehensive Annotations CVPR 2025 PresentAgent: Multimodal Agent for Presentation Video Generation EMNLP 2025 READoc: A Unified Benchmark for Realistic Document Structured Extraction ACL 2025 Relation-Rich Visual Document Generator for Visual Information Extraction CVPR 2025 REVISE: A Framework for Revising OCRed text in Practical Information Systems with Data Contamination Strategy ACL 2025 SmolDocling: An ultra-compact vision-language model for end-to-end multi-modal document conversion ICCV 2025 Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting ICLR 2025 SV-RAG: LoRA-Contextualizing Adaptation of MLLMs for Long Document Understanding ICLR 2025 TabComp: A Dataset for Visual Table Reading Comprehension NAACL 2025 TelcoAI: Advancing 3GPP Technical Specification Search through Agentic Multi-Modal Retrieval-Augmented Generation IJCNLP 2025 ThaiOCRBench: A Task-Diverse Benchmark for Vision-Language Understanding in Thai IJCNLP 2025 The Confidence Paradox: Can LLM Know When It’s Wrong? IJCNLP 2025 Towards Comprehensive Lecture Slides Understanding: Large-scale Dataset and Effective Method ICCV 2025 Training LayoutLM from Scratch for Efficient Named-Entity Recognition in the Insurance Domain COLING 2025 Treading Towards Privacy-Preserving Table Structure Recognition WACV 2025 TRH2TQA: Table Recognition with Hierarchical Relationships to Table Question-Answering on Business Table Images WACV 2025 VDocRAG: Retrieval-Augmented Generation over Visually-Rich Documents CVPR 2025 ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents EMNLP 2025 VISA: Retrieval Augmented Generation with Visual Source Attribution ACL 2025 VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents ICLR 2025 WikiMixQA: A Multimodal Benchmark for Question Answering over Tables and Charts ACL 2025 WildDoc: How Far Are We from Achieving Comprehensive and Robust Document Understanding in the Wild? EMNLP 2025