Overview

Citation verification studies whether references are real and whether their sources support the claims they accompany. Systems combine metadata and DOI lookups, scholarly or web retrieval, passage-level entailment checks, and LLM or agent judgments, sometimes with deterministic rules and human review. Benchmarks test these methods on scientific references, retrieval-augmented answers, and legal, clinical, and document-based tasks. A central challenge is that an existing, relevant citation may still fail to warrant a claim’s full strength, while false positives and poor calibration can make automated alerts unreliable.

Latest papers

CardsList

49 papers4 papers in the last four weeks, down 43% on the four weeks before. 0.0% of all new papers.

  1. CiteAnchor: Source-Aware Grounding for Hallucinated Citation Detection and Resolution

    Oct 21, 2026Chenyi Tong, Ping Nie, Yu ZhangCitation VerificationEvidence Retrieval

  2. Visual Sanad: Auditing Vision-Language Models for False Acceptance of Qur'anic Citations

    Oct 15, 2026Niaz Mohaiman Abtahi, Reyana Shahid, Evan MaksudVLM EvaluationCitation Verification

  3. Same-Number Citation Swaps: Stress-Testing Jev as a Financial Evidence Judge

    Oct 6, 2026Chuhong Xu, Bo Su, Ziyao Chen +3LLM-as-a-JudgeCitation Verification

  4. Actions with Receipts: Jointly Binding Claims, Evidence, and Execution for Replayable Tool-Agent Auditing

    Sep 29, 2026Miaobo Hu, Shuhao Hu, Xiaobo Guo +4AI Agent AuditingCitation Verification

  5. NLPCC 2026 Task 10: Citation-Level Faithfulness Verification with DeBERTa Ensembles and Class-Wise Calibration

    Sep 19, 2026Yanling Li, Zirui Li, Mingyu WanCitation Verification

  6. Verifiable by Construction: Claim-Level Evaluation of Verbatim Citation in Clinical Question Answering

    Sep 14, 2026Jiashuo Zhang, Yuling Chen, Yvonne Commodore-Mensah +1LLM GroundingLLM Answer Verification

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

    Sep 14, 2026Sumit Barua, Guan Hong, Halil Dursunoglu +2Retrieval-Augmented GenerationCitation Verification

  8. GANDR: Claim Auditing for Verifiable Legal Answer Generation

    Sep 9, 2026Chen Qian, Yimeng Wang, Yu Chen +2LLM Answer VerificationLegal Citation Verification

  9. ReCite: Agentic Reasoning for Faithful Citation

    Sep 8, 2026Yuyang Huang, Bobo Li, Jiajia Song +4Citation VerificationAgentic RAG

  10. Who is the Agent to Blame? Localizing Faithfulness and Citation Mistakes in Agentic Deep Research

    Aug 25, 2026Eran Hirsch, David Wan, Han Wang +3Deep Research AgentsMulti-Agent LLM Systems

  11. HERALD: Counterfactual Audits and Minimal Repairs for Proof-of-Retrieval Rewards

    Aug 6, 2026Zhuowen Liu, Bohan Cui, YinShang Guo +2Reward HackingLLM Auditing

  12. Evidence-Ledger Adjudication for Claim-Evidence Traceability

    Jul 29, 2026Gengyu Chen, Yongjie Yu, Weiling WangClaim VerificationCitation Verification

  13. LegalCiteTrust: Benchmarking Citation Trustworthiness in Chinese Long-Form Legal Research Reports

    Jul 23, 2026Yunhan Li, Mingjie Xie, Zeyang Shi +2Legal Citation VerificationCitation Verification

  14. HALLMARK: How to Diagnose LLM Citation Verifiers and When to Deploy Them

    Jul 20, 2026Kayoon Kim, Wieland Brendel, Patrik ReizingerLLM EvaluationCitation Verification

  15. DS@GT ARC at LongEval: Citation Integrity and Factual Grounding in Scientific QA

    Jul 15, 2026Brandon Michaels, Brendon JohnsonRetrieval-Augmented GenerationCitation Verification

  16. Do You Need a Frontier Model as a Citation Verifier? Benchmarking Rubric LLMs for Deep-Research Source Attribution

    Jul 9, 2026Ethan Leung, Elias Lumer, Corey Feld +3LLM-as-a-JudgeCitation Verification

  17. Phantom References: Hallucinated Citations That Survive Peer Review at Top-Tier Conferences

    Jul 1, 2026Mark Russinovich, Ram Shankar Siva Kumar, Ahmed SalemHallucination in Language ModelsCitation Verification

  18. ProvenAI: Provenance-Native Traces of Evidence in Generated Answers

    Jun 24, 2026Mohammad Faizan, Dalal AlharthiMulti-Hop QAData Provenance

  19. How Does Research Evolve? Tracing Cross-Domain Trajectories in NLP, ML, and CV with Claim-Grounded Typed Citations

    Jun 21, 2026Abdul Muntakim, Md Abdullah Al Hafiz Khan, Sadid Hasan +1KG ConstructionCitation Verification

  20. DeepSurvey: Agent-Oriented Automated Survey Generation with Analytical Depth and Citation Reliability

    May 28, 2026Ziyue Yang, Da Ma, Hanqi Li +8AI for ScienceAI Agents for Scientific Discovery

  21. Verified Misguidance: Measuring Structural Citation Failures in Search-Augmented LLMs

    May 27, 2026Yongsik Seo, Wooseok Jeong, Eunyoung Kim +2Citation VerificationRAG Evaluation

  22. Relevant Is Not Warranted: Evidence-Force Calibration for Cited RAG

    May 27, 2026Pin Qian, Su Wang, Xiaoyuan Wang +7Factual Consistency EvaluationCitation Verification

  23. DeepSciVerify: Verifying Scientific Claim--Citation Alignment via LLM-Driven Evidence Escalation

    May 26, 2026Shaghayegh Sadeghi, Khashayar Khajavi, Rise Adhikari +1Selective PredictionCitation Verification