Evidence-Grounded Questions

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22 papers in the last four weeks, up 267% on the four weeks before. 0.3% of all new papers.

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  1. GLoC-EHR: Evidence-Cited Clinical Reasoning over Global Context and Local EHR Events

    Oct 1, 2026Chaiho Shin, Kwangsoo KimElectronic Health RecordsPatient Trajectories

    Interdisciplinary Program of Medical Informatics, Seoul National University College of Medicine · Department of Transdisciplinary Medicine, Seoul National University Hospital · Center for Data Science, Healthcare AI Research Institute, Seoul National University Hospital +1

  2. LawCompass: Navigating from Legal QA to Multi-Agent Deep Research with Grounded Evidence

    Oct 1, 2026Xiaoxia Cheng, Linnan Wang, Jiahao Ma +5Legal Reasoning TasksLegal Domain

    Anhui University · Tsinghua University

  3. VERITYGATE: A Four-Gate Schema-Level Faithfulness Framework and Paired Benchmark for Grounded LLM Narrations over Structured Evidence

    Sep 30, 2026Sachin GuptaEvidence-Grounded QuestionsExplanation Faithfulness

    Independent Researcher San Jose, California, USA

  4. PathAnchor: Path-Structured Evidence for Scientific Agents

    Sep 30, 2026Qiuhui Chen, Jiafan Lu, Shuaimin Tang +5CitationsScientific Discovery

    School of Information Science and Engineering, East China University of Science and Technology · College of Intelligent Robotics and Advanced Manufacturing, Fudan University · Tencent

  5. FORGE: Form-Optimal Routing of Grounded Evidence for Frozen LLM Agents

    Sep 28, 2026Xi Xiao, Yunbei Zhang, Chen Liu +7FrozenEvidence-Grounded Questions

    University of Alabama at Birmingham

  6. Evidence-Inference Reconstruction: When The Evidence Is Recalled But The Reasoning Goes Wrong

    Sep 27, 2026Megan Diehl, Ser-Nam LimMulti-Hop ReasoningEvidence-Grounded Questions

    University of Central Florida

  7. From PDF to Evidence: Structure-Aware Retrieval for Clinical Practice Guidelines

    Sep 27, 2026Xingyu Lin, Dehui DuEvidence-Grounded QuestionsStructure-Aware

    Software Engineering Institute, East China Normal University Shanghai, China

  8. ARGUS: Role-Aware Event Knowledge Graphs for U.S. Employment-Discrimination Complaints

    Sep 24, 2026Sriram Kannan, Swetha Saseendran, Vishnu Vardhan Reddy Kandi +3Knowledge GraphsEvidence-Grounded Questions

    University of Massachusetts Amherst · Bloomberg

  9. A Risk-Adaptive and Evidence-Constrained Framework for Generative AI Feedback in Programming Education

    Sep 24, 2026Shihao WangArtificial Intelligence EducationFeedback

    Department of Education, Practice and Society, UCL Institute of Education, University College London, London, United Kingdom

  10. FinFIRST: Benchmarking Search Agents for Financial Information Retrieval, Sourcing and Traceability

    Sep 21, 2026Wenqing Wang, Haitao Xiang, Xinyi Zhao +8Financial Question AnsweringEvidence-Grounded Questions

    Ling Team, Inclusion AI · Peking University · China International Capital Corporation Limited

  11. GroundedGEO: Auditing the Evidence Gap in Generative Search Rankings

    Sep 21, 2026Yihan Xia, Huiling Fan, Kangrong Zhong +1Evidence-Grounded QuestionsEvidence Conflict

    Shenzhen University Shenzhen, China

  12. MuLA-Bench: A Multilingual Long-Form Audio Understanding Benchmark via Multi-Tier Auditing

    Sep 20, 2026Zeyu Yang, Xinyu Zhang, Zibo Bi +5Multilingual BenchmarkAcoustic Latent Space

    The Chinese University of Hong Kong, Shenzhen · Alibaba Token Hub, Alibaba Group · Xi’an Jiaotong University

  13. CARE-VI: Conservative Adaptive Reliability Estimation for Value Improvement in Off-Policy Actor-Critic Learning

    Sep 17, 2026Xiang Zou, Shengzhu Shi, Junqi Gao +1Soft Actor-CriticTemporal Difference

    School of Mathematics, Harbin Institute of Technology, Harbin 150001, China

  14. EviGen: Predictive Evidence Scaffolding for Verifiable Clinical Rationale Generation

    Sep 16, 2026Fengnan Li, Heman Burre, Liwen Sun +2Clinical Reasoning TrainingElectronic Health Records

    Duke University

  15. PageRecall: Measuring Page Selection in Literature-Grounded Question Answering

    Sep 16, 2026Aaditya ChauhanLiterature ReviewEvidence-Grounded Questions

    Independent Researcher

  16. EviScope: Paired Counterfactual Evidence Diagnostics for Faithful and Efficient Grounded Language Models

    Sep 15, 2026Suryadeep Singh DeswalEvidence-Grounded QuestionsLanguage Model Computes

    Indian Institute of Technology Roorkee Roorkee, India

  17. Lit3R: Retrieve-Relate-Read for Evidence-Grounded Question Answering over Scientific Literature

    Sep 15, 2026Akira Ise, Kotaro Kumagai, Yuta Yamaguchi +3Literature ReviewEvidence-Grounded Questions

    ♠Tokyo University of Science · ♣Dentsu Soken Inc. · ♡Studio Ousia

  18. CiteGuard-RAG: A Validation-Centered AI System for Evidence-Grounded Question Answering

    Sep 14, 2026Sumit Barua, Guan Hong, Halil Dursunoglu +2Hievi-RagEvidence-Grounded Questions

    Department of Computer Science, Western Michigan University, Kalamazoo, MI, 49008, USA.

  19. ReGround: Grounding Reviewer Comments in Multimodal Evidence

    Sep 11, 2026Serwar Basch, Lizhen Qu, Iryna GurevychReviewerMultimodal Documents

    Ubiquitous Knowledge Processing Lab (UKP Lab), Department of Computer Science and Hessian Center for AI (hessian.AI), TU Darmstadt · Department of Data Science & AI, Monash University, Australia

  20. IdeaAMBIG: Benchmarking Implementation-Critical Gaps in Research-Idea Specifications

    Sep 9, 2026Yiling Ma, Yilun Zhao, Sihong Wu +2ReproducibilityResearch Automation

    Yale University · TCS Research

  21. STSG-VQA: Evidence-Grounded Temporal Question Answering from Surgical Spatio-Temporal Scene Graphs

    Sep 8, 2026Jing Li, Duygu SarikayaSurgical VideosTextvqa

    School of Computer Science, University of Leeds, UK

  22. SentryLine: Evidence-Grounded Question Answering over Evolving Documents in Oncology Care

    Sep 8, 2026Tampu Ravi Kumar, Gaurav Najpande, Muhammad Ali Khan +7Evidence-Grounded QuestionsQuestion

    Arizona State University · Mayo Clinic · Jawaharlal Nehru Medical College

  23. Cite or Decline: A Strict Course-Grounded Chatbot for STEM Lecture Videos

    Sep 1, 2026S M Masrur Ahmed, Jaspal SubhlokLong Video Question AnsweringCitations

    University of Houston

  24. Learning Evidence Sufficiency Boundaries for Selective Answering in Grounded Multi-Hop QA

    Sep 1, 2026Haruto Sato, Yuki Tanaka, Ren Nakamura +2Evidence-Grounded QuestionsMulti-Hop Reasoning

    Independent Researcher

  25. Does This Moment Justify the Recommendation? Counterfactual Behavior-Grounded Evidence Retrieval for Personalized Video Recommendation

    Sep 1, 2026Xin LiuVideo Temporal GroundingShort Video Bursts

  26. MedAgent-R1: Faithfulness-Aware Reinforcement Learning for Evidence-Grounded Medical Reasoning

    Aug 31, 2026Jiangwang Chen, Chenghao Zhang, Hengxing CaiClinical Reasoning TrainingEvidence-Grounded Questions

    Tsinghua University · DP Technology

  27. Lazy Grounding: Attacking Search Agents with Factual Evidence

    Aug 31, 2026Yulin Zhang, Yukun Huang, Sanxing Chen +4Search AgentsEvidence-Grounded Questions

    Duke University, Durham, NC 27708, USA

  28. EVAR: Evidence-Validated Hypothesis Admission for Budget-Aware Narrative Reasoning

    Aug 30, 2026Peilin Liu, Zhiquan Ji, Jinglong PingLLM Reasoning StrategiesEvidence-Grounded Questions

    College of Software, Jilin University · School of Urban Planning and Design, Peking University

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

    Aug 13, 2026Xinlong Xu, Yoshua Y. LiGraph-Based RetrievalEvidence-Grounded Questions

    Nanjing University of Information Science and Technology · Meituan

  30. From Safety Documentation to Safety Knowledge Support: An Evidence-Grounded LLM Framework for Medical Devices

    Aug 12, 2026Tuhinangshu Gangopadhyay, Rasmus Adler, Peter Liggesmeyer +1Safety ClaimsLarge Language Model Safety

    Fraunhofer IESE · RPTU Kaiserslautern-Landau · Kaiserslautern, Germany

  31. Personalized Deep Research Query Refinement with Graph-Scaffolded Evidence Grounding

    Aug 6, 2026Soojin Yoon, Dongha LeeDeep ResearchAgentic Search

    Department of Artificial Intelligence, Yonsei University

  32. From Trajectories to Evidence: Auditable Experimental Records for Industrial Research Agents

    Aug 5, 2026Zijie Zhuang, Changxin Lao, Pengbo Xu +13Evidence-Grounded QuestionsCategory-Aware Atomic Claims

    Kuaishou Technology, Beijing, China

  33. EviGraph: Evidence-Guided Autonomous Research Agents

    Aug 5, 2026Zhenjiang Ren, Ruiji Li, Xujing Zhang +3Research AutomationEvidence-Grounded Questions

    Institute of Automation, Chinese Academy of Sciences · School of Artificial Intelligence, University of Chinese Academy of Sciences · Hong Kong Baptist University +1

  34. Evidence-Based Scientific Question Discovery: A Framework with Historical Backtesting

    Jul 29, 2026Hui MaoScientific DiscoveryEvidence-Grounded Questions

    Independent Researcher

  35. DeepFaith: Evidence-Grounded LLMs for Faithful Incident Reporting in Multi-Stage APT Defense

    Jul 27, 2026Trung V. Phan, Tri Gia Nguyen, Thomas BauschertIncident ResponseThreat Detection

    Chair of Communication Networks, Technische Universität Chemnitz, 09126 Chemnitz, Germany · Department of Information Assurance, FPT University, Da Nang 50509, Vietnam

  36. EviBack: Search-Agent Reinforcement Learning via Evidence-Constrained Teacher Backoff

    Jul 27, 2026Xiao Ma, Zhiquan Hu, Yi Wei +5Evidence-Grounded QuestionsQuestion-Answering Benchmarks

    NEXTAI Research Institute, Chery Group

  37. Two Views, One Voice: Evidence-Grounded Conversational Music Recommendation

    Jul 24, 2026Sungwook Yoo, Sewook YooDance-To-Music GenerationEvidence-Grounded Questions

    Samsung South Korea

  38. GPE: Evaluating Robust Evidence Aggregation for Fact Verification under Controllable GEO-Style Poisoning

    Jul 22, 2026Zhaoqi Wang, Zijian Zhang, Xiaomei Yuan +4Fact-CheckingEvidence-Grounded Questions

    School of Cyberspace Science and Technology, Beijing Institute of Technology · School of Computer Science, The University of Auckland

  39. DeLIVeR: Decomposed Learning for Information-grounded Veracity Recognition via Reinforced Knowledge Graph Exploration

    Jul 20, 2026Cong Hoan Nguyen, Thomas Hoang, Hieu Minh Duong +1Fact-CheckingLarge Language Model Reliability

    University of Louisville, Louisville KY 40292, USA. · Denison University, Granville, Ohio 43023, USA.

  40. Evidence-Grounded Verified Agentic Reasoning: A Path Toward Eliminating LLM Hallucination in Empirical Inference via Tool-Attested Kernel Proofs

    Jul 14, 2026Junyu RenEvidence-Grounded QuestionsAgentic Reasoning

    Committee on Computational and Applied Mathematics, University of Chicago, Chicago, IL, USA.

  41. FaithMed: Training LLMs For Faithful Evidence-Based Medical Reasoning

    Jul 1, 2026Zhiyun Zhang, Liwen Sun, Xiang Qian +1Clinical Reasoning TrainingLLM Reasoning Strategies

    Carnegie Mellon University · Stanford University School of Medicine · Xlue

  42. ToE: A Hierarchical and Explainable Claim Verification Framework with Dynamic Multi-source Evidence Retrieval and Aggregation

    Jun 26, 2026Zhaoqi Wang, Zijian Zhang, Kun Zheng +4Category-Aware Atomic ClaimsFact-Checking

    School of Cyberspace Science and Technology, Beijing Institute of Technology · TravelSky Technology Limited · School of Computer Science, University of Auckland

  43. SPOT-E: Test-Time Entropy Shaping with Visual Spotlights for Frozen VLMs

    Jun 18, 2026Bo Yin, Xiaobin Hu, Chengming Xu +6Sparse Spatial AnchorsEvidence-Grounded Questions

    National University of Singapore · Fudan University · Technical University of Munich +4

  44. GRACE: Boosting Video MLLMs with Grounded Action-Centric Evidence for Viewer Sentiment Prediction

    Jun 15, 2026Ruoxuan Yang, Tieyuan Chen, Xiaofeng Huang +6Video Multimodal Large Language ModelsSentiment

    Shanghai Jiao Tong University, China · Hangzhou Dianzi University, China · The 52nd Research Institute of China Electronics Technology Group Corporation,2026 China +4

  45. From 0-to-1 to 1-to-N: Reproducible Engineering Evidence for MetaAI Recursive Self-Design

    Jun 8, 2026Dun Li, Jiatao Li, Hongzhi LiRecursive Self-ImprovementReproducibility

    Department of Computing, The Hong Kong Polytechnic University, Hong Kong SAR, China · Merchant Marine College, Shanghai Maritime University, Shanghai 201306, China · College of Big Data and Artificial Intelligence, Chizhou University, Chizhou 247100, China

  46. Explicit Evidence Grounding via Structured Inline Citation Generation

    Jun 5, 2026Anar Yeginbergen, Amelie Wührl, Anna Rogers +1CitationsEvidence-Grounded Questions

    University of the Basque Country (UPV/EHU) · 2IT University of Copenhagen

  47. EVE-Agent: Evidence-Verifiable Self-Evolving Agents

    May 21, 2026Yamato Arai, Yuma IchikawaSelf-Evolving AgentsEvidence-Grounded Questions

    Fujitsu Limited Department of Basic Science · The University of Tokyo · Fujitsu Limited +1

  48. ECPO: Evidence-Coupled Policy Optimization for Evidence-Certified Candidate Ranking

    May 21, 2026Miaobo Hu, Shuhao Hu, BoKun Wang +5Evidence-Grounded Questions

    Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China · School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China

  49. TRACE: Evidence Grounding-Guided Multi-Video Event Understanding and Claim Generation

    May 16, 2026Pengyu Yan, Akhil Gorugantu, Mahesh Bhosale +3Fine-Grained Video UnderstandingVisual Evidence

    University at Buffalo, SUNY · 2New York University

  50. Video-Zero: Self-Evolution Video Understanding

    May 14, 2026Ruixu Zhang, Deyi Ji, Lanyun Zhu +4Video UnderstandingSelf-Evolution

    1Tsinghua University · 2Tencent · 3Tongji University +1

  51. FIKA-Bench: From Fine-grained Recognition to Fine-Grained Knowledge Acquisition

    May 13, 2026Geng Li, Yuxin PengFine-Grained PerceptionEvidence-Grounded Questions

    1Wangxuan Institute of Computer Technology, Peking University, China

  52. When Agents Overtrust Environmental Evidence: An Extensible Agentic Framework for Benchmarking Evidence-Grounding Defects in LLM Agents

    May 9, 2026Strick Sheng, Ziyue Wang, Liyi ZhouAgentic BenchmarksLarge Language Model Agents

    The University of Sydney · Nanjing University

  53. From Articles to Premises: Building PrimeFacts, an Extraction Methodology and Resource for Fact-Checking Evidence

    May 7, 2026Premtim Sahitaj, Jawan Kolanowski, Ariana Sahitaj +7Fact-CheckingEvidence-Grounded Questions

    Technische Universität Berlin, Quality and Usability Lab, Berlin, Germany · Deutsches Forschungszentrum für Künstliche Intelligenz (DFKI), Berlin, Germany · Harz University of Applied Sciences, Wernigerode, Germany +1

  54. Generating Query-Focused Summarization Datasets from Query-Free Summarization Datasets

    May 6, 2026Yllias Chali, Deen AbdullahSummarizationData Generation

    University of Lethbridge Alberta, Canada

  55. SURE-RAG: Sufficiency and Uncertainty-Aware Evidence Verification for Selective Retrieval-Augmented Generation

    May 5, 2026Jingxi Qiu, Zeyu Han, Cheng HuangHievi-RagRetrieval-Augmented Generation Pipelines

    ZenWeave AI · Georgetown University · Southern Methodist University

  56. HealthNLP_Retrievers at ArchEHR-QA 2026: Cascaded LLM Pipeline for Grounded Clinical Question Answering

    Apr 29, 2026Md Biplob Hosen, Md Alomgeer Hussein, Md Akmol Masud +3Electronic Health RecordsClinical Reasoning Training

    University of Maryland Baltimore County, Baltimore, MD, USA · 2Jahangirnagar University, Savar, Dhaka, Bangladesh

  57. Learning Evidence Highlighting for Frozen LLMs

    Apr 24, 2026Shaoang Li, Yanhang Shi, Yufei Li +10LLM Reasoning StrategiesFrozen Language Model

    Stony Brook University · Meta AI

  58. A phenotype-driven and evidence-governed framework for knowledge graph enrichment and hypotheses discovery in population data

    Apr 18, 2026Adela Bâra, Simona-Vasilica OpreaKnowledge GraphsLocal Causal Structures

    Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, Bucharest, Romania

  59. DeepER-Med: Advancing Deep Evidence-Based Research in Medicine Through Agentic AI

    Apr 16, 2026Zhizheng Wang, Chih-Hsuan Wei, Joey Chan +19Deep ResearchClinician Trust

    Division of Intramural Research (DIR), National Library of Medicine (NLM), National Institutes of Health (NIH), Bethesda, MD 20892, USA · Hunterian Neurosurgical Laboratory, Johns Hopkins School of Medicine, Baltimore, MD 21231, USA · Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA +7

  60. Coverage-Controlled Preference Mining from Noisy Claim Verification for Evidence-Grounded Generation

    Mar 11, 2026Weixin Liu, Congning Ni, Qingyuan Song +4Category-Aware Atomic ClaimsEvidence-Grounded Questions

    Vanderbilt University, Nashville, TN, USA · Vanderbilt University Medical Center, Nashville, TN, USA · Virginia Tech, Blacksburg, VA, USA