Claim Verification

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2 papers in the last four weeks, down 60% on the four weeks before. 0.0% of all new papers.

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More Claims, Less Evidence: Bounded Verification of AI-Generated Digital Knowledge Artifacts
Oct 4, 2026Feliks Bańka, Jarosław A. ChudziakClaim Verification Automated Fact-Checking
Institute of Computer Science, Warsaw University of Technology, Warsaw, Poland
Towards Robust Numerical Claim Verification
Sep 30, 2026Peter Røysland Aarnes, Vinay SettyNumerical Reasoning in Language Models Claim Verification
University of Stavanger · Factiverse AI and University of Stavanger
Beyond "Made with AI": Visualizing Provenance Density to Mitigate the Transparency Penalty
Sep 3, 2026Qing Zhang, Yifei Huang, Juyoung Lee +2Claim Verification Trust in AI
The University of Tokyo · Institute of Industrial Science, The University of Tokyo · Korea Advanced Institute of Science and Technology +2
ClaimReceipt: Verifying Evidence Sufficiency and Coverage in Agent Evaluations
Sep 2, 2026Peiying Zhu, Sidi ChangClaim Verification Data Provenance
Blossom AI Blossom AI Labs San Francisco, CA, USA
InSight: A Benchmark for Agentic Claim Verification in Interactive Visualizations
Sep 1, 2026Maeve Hutchinson, Syed Mahbubul Huq, Mohammad Albinhassan +3VLM Evaluation Claim Verification
City, University of London · Imperial College London · The Alan Turing Institute
CoVer: Conflict-Aware Claim Verification
Sep 1, 2026Shuning Zhang, Dai Shi, Bohao Chu +7Claim Verification Automated Fact-Checking
Tsinghua University · Tongji University · University of Duisburg-Essen +5
Calibrating Small Language Models for Claim Check-Worthiness Detection
Aug 31, 2026Pratuat Amatya, V Venktesh, Vinay SettyClaim Verification Small Language Models
1Factiverse AS · University of Stavanger · 3Stockholm University
HNR-DAC: Hard-Negative Reranking and Distribution-Aligned Classification for Scientific Claim Verification
Aug 7, 2026Zhenchao Wang, Xin Chen, Luoxi Zhang +2Claim Verification Distribution 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
Decomposed Entailment for Factuality Checking and Hallucination Detection
Aug 6, 2026Achir Oukelmoun, Nasredine Semmar, Gaël De ChalendarLLM Grounding Claim Verification
CEA LIST NANO INNOV 2 Bd Thomas Gobert, 91120 Palaiseau, France
Evidence-Ledger Adjudication for Claim-Evidence Traceability
Jul 29, 2026Gengyu Chen, Yongjie Yu, Weiling WangClaim Verification Citation Verification
Carnegie Mellon University · Syracuse University
DS@GT ARC at CheckThat! 2026: LLM-Based Trace Ranking and Grouped Reward Modeling for Multilingual Numerical Claim Verification
Jul 27, 2026Sagnik Sinha, Shreyas ShresthaNumerical Reasoning in Language Models Reward Modeling
Georgia Institute of Technology, North Ave, Atlanta, GA 30332, United States
DualityCert: Verifier-Gated Language-Model Repair of Broken Duality Claims in Quantum Field Theory
Jul 26, 2026Xingyang YuLLM Self-Correction Claim Verification
Department of Physics Virginia Tech Blacksburg, VA 24061, USA
Quality Action Assurance: Multimodal Verification of Examiner Claims in VR OSCEs
Jul 21, 2026Harry Rogers, Sally Shiels, Ashley Tomlinson +5Claim Verification Action Quality Assessment
Department of Engineering Science, University of Oxford, Oxford, UK · Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK · Department for Continuing Education, University of Oxford, Oxford, UK
How Human Feedback Shapes AI-generated Community Notes
Jun 29, 2026Soham De, Isaac Slaughter, Jiawei Guo +4Claim Verification Automated Fact-Checking
University of Washington
Multi-Agentic System Leveraging Open-Source LLMs to Mitigate Disinformation Threats
Jun 29, 2026Sebastian Kula, Martin TamajkaMulti-Agent LLM Systems Fake News Detection
Kempelen Institute of Intelligent Technologies, Bratislava, Slovakia · West Pomeranian University of Technology in Szczecin, Szczecin, Poland
Small LLMs for Biomedical Claim Verification: Cost-Effective Fine-Tuning, Structural Dataset Shortcuts, and Cross-Domain Generalization
Jun 11, 2026Gaurav KumarClaim Verification LLM Fine-Tuning
Moveworks AI · University of California San Diego
Context-Aware Multimodal Claim Verification in Spoken Dialogues
Jun 9, 2026Chaewan Chun, Delvin Ce Zhang, Dongwon LeeClaim Verification Audio Understanding
The Pennsylvania State University, USA · University of Sheffield, UK
CRAFT: A Unified Counterfactual Reasoning Framework for Tabular Question Answering and Fact Verification
Jun 5, 2026Chenshuo Pan, Yu Zhao, Jie Zhang +7Table QA Claim Verification
Xingchen AGI Lab,China Telecom Artificial Intelligence Technology (Beijing) Co., Ltd
Teaching Language Models to Check Grounded Claim Factuality with Human Test-Taking Strategies
May 28, 2026Yuxuan Ye, Raul Santos-Rodriguez, Edwin SimpsonLLM Grounding Claim Verification
Intelligent Systems Laboratory University of Bristol United Kingdom
DecomposeRL: Learning to Ask Useful, Informative, and Diverse Questions for Semi-Supervised, Traceable Claim Verification
May 27, 2026Shubhashis Roy Dipta, Ankur Padia, Francis FerraroClaim Verification RL for Language Model Reasoning
Department of Computer Science and Electrical Engineering · University of Maryland Baltimore County · Baltimore, MD 21250 USA
Evidence Absence Is Not Evidence Insufficiency: Diagnosing NEI Construction Artifacts in Fact Verification
May 26, 2026Jingxi Qiu, Zeyu Han, Cheng HuangClaim Verification
ZenWeave AI · Georgetown University
Claim-Selective Certification for High-Risk Medical Retrieval-Augmented Generation
May 21, 2026Shao KanClaim Verification Healthcare
Jinglue Technology Development (Nanjing) Co., Ltd.
Pramana: A Protocol-Layer Treatment of Claim Verification in Autonomous Agent Networks
May 19, 2026Ravi Kiran KadaboinaAI Agent Reliability Claim Verification
Independent Researcher
Neurosymbolic Learning for Inference-Time Argumentation
May 19, 2026Gabriel Freedman, Adam Dejl, Adam Gould +4Claim Verification Computational Argumentation
Department of Computing, Imperial College London
CRAFT: Critic-Refined Adaptive Key-Frame Targeting for Multimodal Video Question Answering
May 18, 2026Mahesh Bhosale, Abdul Wasi, Vishvesh Trivedi +3Claim Verification Video QA
University at Buffalo · 2New York University
Evergreen: Efficient Claim Verification for Semantic Aggregates
Apr 28, 2026Alexander W. Lee, Benjamin Han, Shayak Sen +3LLM Inference Efficiency Claim Verification
Brown University · Snowflake Inc.
BioDivergence: A Benchmark and Evaluation Framework for Hidden Contextual Contradictions in Biomedical Abstracts
Apr 23, 2026Elias Hossain, Sanjeda Sara Jennifer, Sabera Akter Bushra +1Claim Verification Factual Consistency Evaluation
College of Engineering and Computer Science, University of Central Florida · Burnett School of Biomedical Sciences, University of Central Florida
Peerispect: Claim Verification in Scientific Peer Reviews
Apr 19, 2026Ali Ghorbanpour, Soroush Sadeghian, Alireza Daghighfarsoodeh +4Claim Verification Scholarly Peer Review
Reviewerly · University of Toronto, Reviewerly · Reviewerly, UC Berkeley
A Multi-Agent Approach for Claim Verification from Tabular Data Documents
Apr 19, 2026Rudra Ranajee Saha, Laks V. S. Lakshmanan, Raymond T. NgClaim Verification Multi-Agent LLMs
University of British Columbia
Coverage-Controlled Preference Mining from Noisy Claim Verification for Evidence-Grounded Generation
Mar 11, 2026Weixin Liu, Congning Ni, Qingyuan Song +4Claim Verification Healthcare
Vanderbilt University, Nashville, TN, USA · Vanderbilt University Medical Center, Nashville, TN, USA · Virginia Tech, Blacksburg, VA, USA

Oct 4, 2026, cs.AIJ/K move · Enter open · S save

More Claims, Less Evidence: Bounded Verification of AI-Generated Digital Knowledge Artifacts

Feliks Bańka, Jarosław A. Chudziak

Institute of Computer Science, Warsaw University of Technology, Warsaw, Poland

Claim Verification Automated Fact-Checking Generative AI Evaluation

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Digital libraries, repositories, and AI-mediated knowledge services increasingly rely on generative systems to produce summaries, descriptions, and other multi-claim knowledge objects. Yet generation can scale far more easily than verification capacity: a reviewer may need to decide whether an object is suitable for publication or downstream use after checking only a small fraction of its claims. This creates a fundamental gap between claim-level verification and confidence in the object as a whole. The central question is therefore what a successful partial check implies about the reliability of the complete artifact when its size grows but the verification budget does not. This paper contributes a Bayesian model of bounded verification centered on the Predictive Value of Pass (PVP). The model predicts that evidentiary value decreases as artifacts grow under fixed verification capacity, improves with larger verification budgets, and is especially fragile when errors are sparse. Controlled experiments on FEVEROUS and FEVER support these predictions and show that adding supported claims around a fixed number of false or unsupported claims can make passing more likely while making a pass less informative. The model further yields the minimum verification budget required to maintain a target PVP, providing a practical component for AI-assisted quality-assurance workflows in which generated knowledge objects must be checked before publication or downstream use.

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Latest papers 31