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Papers
Agentic Context Strategies for Multi-Format Document Understanding: When Should Language Models Use Tools?
ACL 2026
Attention as Selector: Unlocking VLM Attention for Long Document Page Retrieval
ACL 2026
DocPrune: Efficient Document Question Answering via Background, Question, and Comprehension-aware Token Pruning
CVPR 2026
M3Grounder: Mask-Based Multi-Span and Multi-Granular Grounding for Document QA
CVPR 2026
MAB-DQA: Addressing Query Aspect Importance in Document Question Answering with Multi-Armed Bandits
ACL 2026
VinQA: Visual Elements Interleaved Long-form Answer Generation for Real-World Multimodal Document QA
CVPR 2026
Doc-React: Multi-page Heterogeneous Document Question-answering
ACL 2025
DocVXQA: Context-Aware Visual Explanations for Document Question Answering
ICML 2025
EXPLAIN: Enhancing Retrieval-Augmented Generation with Entity Summary
ACL 2025
VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation
NAACL 2025
DOCMASTER: A Unified Platform for Annotation, Training, & Inference in Document Question-Answering
NAACL 2024
JDocQA: Japanese Document Question Answering Dataset for Generative Language Models
COLING 2024
MMVQA: A Comprehensive Dataset for Investigating Multipage Multimodal Information Retrieval in PDF-based Visual Question Answering
IJCAI 2024
PDFTriage: Question Answering over Long, Structured Documents
EMNLP 2024
QRMeM: Unleash the Length Limitation through Question then Reflection Memory Mechanism
EMNLP 2024
Visually Guided Generative Text-Layout Pre-training for Document Intelligence
NAACL 2024