Evidence Retrieval

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20 papers in the last four weeks, up 150% on the four weeks before. 0.2% of all new papers.

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  1. Homo-RAG: Homology-Guided Retrieval-Augmented Generation for Cross-Species Gene Function Prediction

    Aug 26, 2026Azrin SultanaRetrieval-Augmented GenerationLLM-Assisted Annotation

    Department of Computer Science, American International University-Bangladesh, 408/1, Kuratoli, Khilkhet, 1229, Dhaka, Bangladesh.

  2. AtlasNav: Mitigating Evidence Blindness with Persistent Corpus Navigation

    Aug 25, 2026Hongyu Guo, Zhiyu Zheng, Minghao Hu +5Inference-Time SearchAgentic Retrieval

  3. Do AI chatbots find what experts would? Effects of model, user role, and sample size on study retrieval for medical questions

    Aug 13, 2026Qingfang Liu, Qiao Jin, Joe D. Menke +2Clinical QAInformation Retrieval

    National Institute on Drug Abuse Intramural Research Program, National Institutes of Health, Baltimore, MD, USA · National Library of Medicine, National Institutes of Health, Bethesda, MD, USA · School of Information Sciences, University of Illinois Urbana-Champaign, Champaign, IL, USA

  4. EviReform: Evidence-Guided Query Reformulation for Multi-Hop Graph Retrieval

    Aug 13, 2026Xinlong Xu, Yoshua Y. LiMulti-Hop QAGraph-Based Retrieval

    Nanjing University of Information Science and Technology · Meituan

  5. TRACE-Memory: Public-Conditioned Retrieval and Utility-Aware Evidence Admission for Personalized Generation

    Aug 9, 2026Jing Wang, Zhu Wang, Yifan Guo +2Retrieval-Augmented GenerationLLM Personalization

    Northwest Polytechnical University

  6. Search over the Visual World: Persistent Visual Memory, Layered Indexes, and Source-Grounded Evidence

    Aug 8, 2026Sankalp Nagaonkar, Rohit Garg, Ankit Raj +2Multimodal MemoryInformation Retrieval

    VideoDB

  7. FinRank: An Evidence-Grounded Benchmark for Financial Question Answering and Retrieval over SEC Filings

    Aug 7, 2026Sasan Mansouri, Daniel Saad, Mark Wahrenburg +2Data ProvenanceFinancial QA

    University of Groningen, Groningen, Netherlands · Goethe University Frankfurt, Frankfurt am Main, Germany · DataNXT GmbH, Frankfurt am Main, Germany +2

  8. LitTraceQA: A Benchmark for Multi-Stage Grounding and Verification in Scientific Question Answering

    Aug 7, 2026Xuye Liu, Yimu Wang, Peng Shi +7Scientific QAEvidence-Grounded Generation

    University of Waterloo · 2Amazon · 3City University of Hong Kong +1

  9. HNR-DAC: Hard-Negative Reranking and Distribution-Aligned Classification for Scientific Claim Verification

    Aug 7, 2026Zhenchao Wang, Xin Chen, Luoxi Zhang +2Claim VerificationDistribution Shift

    Southern University of Science and Technology, Shenzhen, China · Institute of Artificial Intelligence, Shenzhen University of Advanced Technology, Shenzhen, China · Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China

  10. DocMemo: Dynamic Evidence Discovery via Probabilistic Memory-Guided Retrieval for Multi-Modal Document Understanding

    Aug 7, 2026Hanshu Yao, Janfeng Zhong, Niu Lian +1Multimodal MemoryDocument QA

    1Harbin Institute of Technology, Shenzhen · 2Tsinghua Shenzhen International Graduate School, Tsinghua University

  11. Factorized Hypothesis Search for Evidence-to-Taxonomy Retrieval

    Aug 6, 2026Linhai Ma, Ethan F. Wei, Xueqing Peng +3Query ReformulationInformation Retrieval

    The Fin AI, USA · Yale University, USA · Cardiff University, UK

  12. Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents

    Aug 3, 2026Qi Liu, Yiqun Chen, Zidan Chen +6Agentic SearchWeb Search Agents

    1Renmin University of China · 2Xiaohongshu Inc. · 3National University of Singapore

  13. Diagnosing Search Behavior and Failure Modes in Long-Horizon Search Agents

    Aug 3, 2026Qi Liu, Jiaxin Mao, Fengbin Zhu +1Deep Research AgentsLong-Horizon Agent Evaluation

    Renmin University of China Beijing, China · National University of Singapore Singapore

  14. DocNavRAG: Document-Structured Graph RAG with Stateful Evidence Construction for Complex Document Question Answering

    Aug 3, 2026Dongyang Xie, Yao Tian, Hao Zhang +5Graph Retrieval-Augmented GenerationAgentic RAG

    School of Computer Science, Wuhan University · The Hong Kong University of Science and Technology · The Chinese University of Hong Kong +1

  15. From Patches to Evidence Balls: Class-Conditioned Evidence Retrieval for Few-Shot Whole Slide Image Classification

    Aug 2, 2026Di Zhang, Li Zhang, Jiashuai Liu +9Few-Shot LearningHistopathology Image Classification

    XJTU · JUFE · University of Cambridge +1

  16. HierDoc: Hierarchical Page-to-Region Evidence Routing for Long-Document Visual Question Answering

    Jul 31, 2026Rongjian Gu, Wengang Zhou, Junyu Xiong +4Visual Question AnsweringDocument QA

    University of Science and Technology of China · 2iFLYTEK Research · 3Anhui Transport Consulting & Design Institute Co. Ltd., Hefei, China

  17. CAER: Conflict-Aware Evidence Routing with Dual Prefix Experts for Multimodal Large Language Models

    Jul 31, 2026Zixuan Liu, Juntao Cai, Xiaoxu Cai +2Mixture of ExpertsMultimodal Large Language Models

    Zhejiang Key Lab of Accessible Perception and Intelligent Systems, Zhejiang University, Hangzhou 310027, China

  18. AskChem: Claim-Centered Infrastructure for Chemistry Literature Synthesis

    Jul 30, 2026Bing Yan, Gregory Wolfe, Stefano Martiniani +1AI-Assisted Scientific ResearchInformation Retrieval

    New York University · Matterstack, Inc.

  19. EMBL AI Librarian: Life-Sciences Knowledge Layer for AI Agents

    Jul 30, 2026Luigi Sigillo, Matteo Silvestri, Francesco Tabaro +9LLM Agent OrchestrationScientific QA

    1EMBL Rome, European Molecular Biology Laboratory, Monterotondo, Italy. · 3Sapienza University of Rome, Italy. · 2European Bioinformatics Institute (EMBL-EBI), European Molecular Biology Laboratory, Hinxton, UK. +3

  20. Grounded in Consensus, In Step With Emerging Science: A Consensus-Anchored Multi-Corpus Clinical Chatbot for Long COVID

    Jul 27, 2026Yining Wu, Philip DiGiacomo, Ying Ding +1Retrieval-Augmented GenerationClinical Decision Support

    School of Information University of Texas at Austin Austin, TX, USA · Department of Computer Science University of Texas at Austin Austin, TX, USA · School of Information, Dell Medical School University of Texas at Austin Austin, TX, USA +1

  21. A New Role for Relevance: Guiding Corpus Interaction in Agentic Search

    Jul 27, 2026Jiangnan Li, Yuqing Li, Mo Yu +2Agentic SearchEvidence Retrieval

    1Tencent · 2IIE-CAS

  22. Do Current Retrievers Cover All the Evidence? A Controlled Study of Conjunctive Cross-Page Retrieval

    Jul 27, 2026Sungguk Cha, DongWook Kim, Mintae Kim +3Information RetrievalVisual Document Retrieval

    LG Uplus, Seoul, South Korea

  23. VecTree-RAG: An Agentic Retrieval-Augmented Generation Framework Combining Vector and Tree Retrieval for Efficiency and Accuracy

    Jul 25, 2026Xinyan Zhong, Yuwei Shi, Yuqi Wei +3Scientific QAAgentic RAG

    Department of Chemistry and Materials Science, Xi’an Jiaotong-Liverpool University, Suzhou 215123, Jiangsu, P. R. China · Suzhou Lab, Suzhou, P. R. China · College of Carbon Neutrality Future Technology, State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), Beijing 102249, China +1

  24. MIRA-Ev:A Benchmark for Granular Evidence Detection and Relational Reasoning in Clinical Exams

    Jul 21, 2026Iker De la Iglesia, Johanna Ramirez-Romero, Jose Maria Villa-Gonzalez +3Multilingual Language Model EvaluationArgument Mining

    HiTZ Center, University of the Basque Country (EHU) · Hospital Universitario de Cruces

  25. Aethel: A Reproducible Graph-Retrieval Framework for Multi-Hop Financial Diligence

    Jul 20, 2026Krish SapruCoreference ResolutionGraph-Based Retrieval

  26. FinSAgent: Corpus-Aligned Multi-Agent RAG Framework for Evidence-Grounded SEC Filing Question Answering

    Jul 20, 2026Jijun Chi, Zhenghan Tai, Hanwei Wu +21Learning to RankFinancial QA

    University of Toronto · McMaster University · University of California, Los Angeles +8

  27. Evidence Interfaces Shape How Retrieval-Augmented Readers Use Support

    Jul 19, 2026Junchi Liao, Jiawen Deng, Fuji RenMulti-Hop QALearning to Rank

  28. Presentation, Not Mechanism: A Render Confound in Deprecation-Aware Memory Evaluation

    Jul 17, 2026Zhaoyang Jiang, Zhizhong Fu, Zicheng Li +5LLM MemoryQuestion Answering

    School of Health & Wellbeing, University of Glasgow, Glasgow, UK · School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China · Institute of Health Informatics, University College London, London, UK +1

  29. Similar Accuracy, Unequal Evidence: Search APIs as Decision Surfaces for Tool-Using Agents

    Jul 11, 2026Sriram Selvam, Anneswa GhoshAgentic SearchIR Evaluation

  30. Curated retrieval versus open web search in public AI information services: a coverage-trust trade-off

    Jul 6, 2026Hafsteinn Einarsson, Hafsteinn Birgir Einarsson, Jón Gunnar Ólafsson +1LLM AuditingRAG Evaluation

    Faculty of Industrial Engineering, Mechanical Engineering and Computer Science, University of Iceland, Reykjavík, Iceland · Faculty of Political Science, University of Iceland, Reykjavík, Iceland · The Icelandic Web of Science, University of Iceland, Reykjavík, Iceland