Papers

• More Documents, Same Length: Isolating the Challenge of Multiple Documents in RAG (2025)
  Shahar Levy et al.
  2.87
• NanoVDR: Distilling a 2B Vision-Language Retriever into a 70M Text-Only Encoder for Visual Document Retrieval (2026)
  Zhuchenyang Liu et al.
  1.94
• VAREX: A Benchmark for Multi-Modal Structured Extraction from Documents (2026)
  Udi Barzelay et al.
  1.94
• Don't Retrieve, Navigate: Distilling Enterprise Knowledge into Navigable Agent Skills for QA and RAG (2026)
  Yiqun Sun et al.
  1.94
• Counting as a minimal probe of language model reliability (2026)
  Tianxiang Dai et al.
  1.94
• Bibby AI: An Editor-Native Agentic Platform for Academic Research, Writing, and Publishing (2026)
  Nilesh Jain
  1.94
• Chain of Evidence: Pixel-Level Visual Attribution for Iterative Retrieval-Augmented Generation (2026)
  Peiyang Liu et al.
  1.89
• PaperFit: Vision-in-the-Loop Typesetting Optimization for Scientific Documents (2026)
  Bihui Yu et al.
  1.89
• DocAtlas: Multilingual Document Understanding Across 80+ Languages (2026)
  Ahmed Heakl et al.
  1.89
• FireRed-OCR Technical Report (2026)
  Hao Wu et al.
  1.78
• Qianfan-OCR: A Unified End-to-End Model for Document Intelligence (2026)
  Daxiang Dong et al.
  1.78
• MMDocIR: Benchmarking Multi-Modal Retrieval for Long Documents (2025)
  Kuicai Dong et al.
  1.28
• PlainQAFact: Automatic Factuality Evaluation Metric for Biomedical Plain Language Summaries Generation (2025)
  Zhiwen You et al.
  1.28
• SmolDocling: An ultra-compact vision-language model for end-to-end multi-modal document conversion (2025)
  Ahmed Nassar et al.
  1.28
• Distillation and Refinement of Reasoning in Small Language Models for Document Re-ranking (2025)
  Chris Samarinas et al.
  1.28
• Are We on the Right Way for Assessing Document Retrieval-Augmented Generation? (2025)
  Wenxuan Shen et al.
  1.28
• Retrieval-augmented reasoning with lean language models (2025)
  Ryan Sze-Yin Chan et al.
  1.28
• Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphs (2025)
  Yurun Chen et al.
  1.28
• Document Understanding, Measurement, and Manipulation Using Category Theory (2025)
  Jared Claypoole et al.
  1.28
• ARM-Thinker: Reinforcing Multimodal Generative Reward Models with Agentic Tool Use and Visual Reasoning (2025)
  Shengyuan Ding et al.
  1.28
• Needle In A Multimodal Haystack (2024)
  Weiyun Wang et al.
  —
• L-CiteEval: Do Long-Context Models Truly Leverage Context for Responding? (2024)
  Zecheng Tang et al.
  —
• CAMEL-Bench: A Comprehensive Arabic LMM Benchmark (2024)
  Sara Ghaboura et al.
  —
• M3DocRAG: Multi-modal Retrieval is What You Need for Multi-page Multi-document Understanding (2024)
  Jaemin Cho et al.
  —