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Papers
DocSplit: A Comprehensive Benchmark Dataset and Evaluation Approach for Document Packet Recognition and Splitting
ACL 2026
SlideAgent: Hierarchical Agentic Framework for Multi-Page Visual Document Understanding
ACL 2026
Visual Document Understanding and Reasoning: A Multi-Agent Collaboration Framework with Agent-Wise Adaptive Test-Time Scaling
CVPR 2026
Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding
CVPR 2025
ColPali: Efficient Document Retrieval with Vision Language Models
ICLR 2025
DocKylin: A Large Multimodal Model for Visual Document Understanding with Efficient Visual Slimming
AAAI 2025
DOGR: Towards Versatile Visual Document Grounding and Referring
ICCV 2025
Relation-Rich Visual Document Generator for Visual Information Extraction
CVPR 2025
ReLayout: Towards Real-World Document Understanding via Layout-enhanced Pre-training
COLING 2025
Roles of MLLMs in Visually Rich Document Retrieval for RAG: A Survey
IJCNLP 2025
Towards Natural Language-Based Document Image Retrieval: New Dataset and Benchmark
CVPR 2025
ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents
EMNLP 2025
DocFormerv2: Local Features for Document Understanding
AAAI 2024
DocKD: Knowledge Distillation from LLMs for Open-World Document Understanding Models
EMNLP 2024
Efficient End-to-End Visual Document Understanding with Rationale Distillation
NAACL 2024
Enhancing Visual Document Understanding with Contrastive Learning in Large Visual-Language Models
CVPR 2024
HRVDA: High-Resolution Visual Document Assistant
CVPR 2024
InstructDoc: A Dataset for Zero-Shot Generalization of Visual Document Understanding with Instructions
AAAI 2024
KnowVrDU: A Unified Knowledge-aware Prompt-Tuning Framework for Visually-rich Document Understanding
COLING 2024
LayoutLLM: Layout Instruction Tuning with Large Language Models for Document Understanding
CVPR 2024
LMDX: Language Model-based Document Information Extraction and Localization
ACL 2024
mPLUG-DocOwl 1.5: Unified Structure Learning for OCR-free Document Understanding
EMNLP 2024
Visually Guided Generative Text-Layout Pre-training for Document Intelligence
NAACL 2024
DUBLIN: Visual Document Understanding By Language-Image Network
EMNLP 2023
Fast-StrucTexT: An Efficient Hourglass Transformer with Modality-guided Dynamic Token Merge for Document Understanding
IJCAI 2023