document understanding

Agentic Context Strategies for Multi-Format Document Understanding: When Should Language Models Use Tools? ACL 2026 Are We on the Right Way to Assess Document Retrieval-Augmented Generation? AAAI 2026 ARM-Thinker: Reinforcing Multimodal Generative Reward Models with Agentic Tool Use and Visual Reasoning CVPR 2026 ARQA: A Benchmark for Grounded Table–Text QA in Enterprise Annual Reports EACL 2026 Benchmarking Visual LLMs Resilience to Unanswerable Questions on Visually Rich Documents AAAI 2026 Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering ACL 2026 Boosting Document Parsing Efficiency and Performance with Coarse-to-Fine Visual Processing CVPR 2026 CommonForms: A Large, Diverse Dataset for Form Field Detection WACV 2026 Coupling Local Context and Global Semantic Prototypes via a Hierarchical Architecture for Rhetorical Roles Labeling EACL 2026 DocPolarBERT: A Pre-trained Model for Document Understanding with Relative Polar Coordinate Encoding of Layout Structures EACL 2026 DocR1: Evidence Page-Guided GRPO for Multi-Page Document Understanding AAAI 2026 DocSeeker: Structured Visual Reasoning with Evidence Grounding for Long Document Understanding CVPR 2026 FinMMDocR: Benchmarking Financial Multimodal Reasoning with Scenario Awareness, Document Understanding, and Multi-Step Computation AAAI 2026 Focus, Don't Prune: Identifying Instruction-Relevant Regions for Information-Rich Image Understanding CVPR 2026 FormGym: Doing Paperwork with Agents EACL 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 Improving Long-Context Summarization with Multi-Granularity Retrieval Optimization AAAI 2026 LAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document Understanding ACL 2026 Learning to Generate and Extract: A Multi-Agent Collaboration Framework for Zero-Shot Document-Level Event Arguments Extraction AAAI 2026 MosaicDoc: A Large-Scale Bilingual Benchmark for Visually Rich Document Understanding AAAI 2026 Multimodal Tabular Data Learning AAAI 2026 Resolving Evidence Sparsity: Agentic Context Engineering for Long-Document Understanding CVPR 2026 Rethinking Reading Order: Toward Generalizable Document Understanding with LLM-based Relation Modeling EACL 2026 Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding ACL 2026