document understanding

231 papers

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Also known as

DU DOCAI VDU

Co-occurring keywords

question answering (2904) multimodal learning (4622) large language model (12755) information extraction (1071) document analysis (156) optical character recognition (210) visual question answering (1000) vision-language model (2235) retrieval-augmented generation (1459) zero-shot learning (3637)

Papers

Learning to Generate and Extract: A Multi-Agent Collaboration Framework for Zero-Shot Document-Level Event Arguments Extraction AAAI 2026

ARQA: A Benchmark for Grounded Table–Text QA in Enterprise Annual Reports EACL 2026

DocPolarBERT: A Pre-trained Model for Document Understanding with Relative Polar Coordinate Encoding of Layout Structures EACL 2026

Multimodal Tabular Data Learning AAAI 2026

FinMMDocR: Benchmarking Financial Multimodal Reasoning with Scenario Awareness, Document Understanding, and Multi-Step Computation AAAI 2026

Unveiling the Deficiencies of Pre-trained Text-and-Layout Models in Real-world Visually-rich Document Information Extraction EACL 2026

Rethinking Reading Order: Toward Generalizable Document Understanding with LLM-based Relation Modeling EACL 2026

FormGym: Doing Paperwork with Agents EACL 2026

DocR1: Evidence Page-Guided GRPO for Multi-Page Document Understanding AAAI 2026

Are We on the Right Way to Assess Document Retrieval-Augmented Generation? AAAI 2026

CommonForms: A Large, Diverse Dataset for Form Field Detection WACV 2026

Improving Long-Context Summarization with Multi-Granularity Retrieval Optimization AAAI 2026

Benchmarking Visual LLMs Resilience to Unanswerable Questions on Visually Rich Documents AAAI 2026

MosaicDoc: A Large-Scale Bilingual Benchmark for Visually Rich Document Understanding AAAI 2026

Zero-Shot Table Extraction in Business Documents: A Unified Benchmark with Error Taxonomy and Ecological Analysis WACV 2026

Coupling Local Context and Global Semantic Prototypes via a Hierarchical Architecture for Rhetorical Roles Labeling EACL 2026

ThaiOCRBench: A Task-Diverse Benchmark for Vision-Language Understanding in Thai IJCNLP 2025

DocAgent: An Agentic Framework for Multi-Modal Long-Context Document Understanding EMNLP 2025

CISOL: An Open and Extensible Dataset for Table Structure Recognition in the Construction Industry WACV 2025

Information Extraction from Heterogeneous Documents without Ground Truth Labels using Synthetic Label Generation and Knowledge Distillation WACV 2025

WildDoc: How Far Are We from Achieving Comprehensive and Robust Document Understanding in the Wild? EMNLP 2025

Benchmarking Table Extraction: Multimodal LLMs vs Traditional OCR ACL 2025

Enhanced Table Structure Recognition with Multi-Modal Approach IJCNLP 2025

Marten: Visual Question Answering with Mask Generation for Multi-modal Document Understanding CVPR 2025

M-LongDoc: A Benchmark For Multimodal Super-Long Document Understanding And A Retrieval-Aware Tuning Framework EMNLP 2025