Robust Hallucination Detection

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5 papers in the last 28 days · 0.1% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

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HallucinationsLarge Language Model HallucinationHallucination DetectionHallucination MitigationHallucination RateIllusions

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Period ending 2026-09-14

4 new papers

A weekly snapshot of new work published in Robust Hallucination Detection.

Period ending 2026-09-07

6 new papers

A weekly snapshot of new work published in Robust Hallucination Detection.

23 papers

Latest in Robust Hallucination Detection

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  1. Vroom-Vroom at SHROOM-Visions: A Multi-Judge Committee for Detecting Hallucinated Spans in Vision-Language Outputs

    Sep 15, 2026Toqeer Ehsan, Nico Penttilä, Richard Schmidt +2Robust Hallucination DetectionVision-Language

  2. Can We Trust Video Hallucination Detectors? VidHalLoc for Evaluating the Evaluators

    Sep 9, 2026Xinyu Chen, Adnan Mahmood, Mark DrasRobust Hallucination DetectionVideo-Language Models

  3. Detecting Object Hallucinations in Large Vision-Language Models via Cross-Modal Attention Drifts and Mask-Based Verification

    Sep 2, 2026Xuanbing Wen, Boxu Chen, Le Yang +4Robust Hallucination DetectionLarge Vision Language Models

  4. VisER: Visual Evidence and Reliance for Object Hallucination Detection in LVLMs

    Aug 31, 2026Afsaneh Hasanebrahimi, Hanxun Huang, Christopher Leckie +1Robust Hallucination DetectionLarge Vision Language Models

  5. ImageEval 2026: Culturally Grounded Arabic Multimodal Evaluation

    Aug 31, 2026Samir Abdaljalil, Hunzalah Hassan Bhatti, Ahlam Bashiti +11Multimodal EvaluationRobust Hallucination Detection

  6. SpanCalib-VLM: Calibrated Hallucination Span Detection in Vision-Language Models

    Aug 30, 2026Amanuel Gizachew Abebe, Yasmin MoslemRobust Hallucination DetectionLarge Vision Language Models

  7. UniProbe: A Learnable Token-Level Hallucination Detector for Large VLMs using Multi-Structural Internal Representations

    Aug 11, 2026Dvir Samuel, Guy Bar-Shalom, Fabrizio Frasca +4Robust Hallucination DetectionLarge Vision Language Models

  8. AURORA: Asymmetry and Update-Induced Rotation for Robust Hallucination Detection in Large Language Models

    Jun 28, 2026Zishuai Zhang, Hainan Zhang, Zhiming ZhengRobust Hallucination DetectionAsymmetry

  9. Detecting Clinical Hallucinations in LVLMs via Counterfactual Visual Grounding Uncertainty

    Jun 26, 2026Xiao Song, Haonan Qin, Zhaoxu Zhang +3Robust Hallucination DetectionMedical Vision-Language Models

  10. A Benchmark for Hallucination Detection in VLMs for Gastrointestinal Endoscopy

    Jun 23, 2026Aminu Lawal, Niyoj Oli, Sachin Acharya +3Robust Hallucination DetectionHallucination Detection

  11. Hallucination Detection and Correction in Medical VLMs via Counter-Evidence Verification

    Jun 17, 2026Nan Zhou, Ke Zou, Meng Liu +5Robust Hallucination DetectionHallucination Detection

  12. Constrained Paraphrase Consistency for LLM Hallucination Detection

    Jun 6, 2026Shanshan Lin, Dongsheng Hong, Sibo Ju +3Large Language Model HallucinationRobust Hallucination Detection

  13. Automatic Layer Selection for Hallucination Detection

    May 25, 2026Xinpeng Wang, William X. Cao, Andrew Gordon Wilson +1Robust Hallucination DetectionHallucination Detection

  14. MultiHaluDet: Multilingual Hallucination Detection via LLM Hidden State Probing

    May 24, 2026Riasad Alvi, Nurul Labib Sayeedi, Md. Faiyaz Abdullah SayeediRobust Hallucination DetectionMultilingual Large Language Models

  15. Beyond Final Answers: Auditing Trajectory-Level Hallucinations in Multi-Agent Industrial Workflows

    May 22, 2026Harshada Badave, Santosh Borse, Andrea Gomez +6Robust Hallucination DetectionMulti-Agent Workflows

  16. VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering

    May 20, 2026Jiayi Chen, Benteng Ma, Zehui Liao +3Robust Hallucination DetectionMedical Visual Question Answering

  17. How do Humans Process AI-generated Hallucination Contents: a Neuroimaging Study

    May 16, 2026Shuqi Zhu, Yi Zhong, Ziyi Ye +4Robust Hallucination DetectionHallucinations

  18. Dual-Pathway Circuits of Object Hallucination in Vision-Language Models

    May 13, 2026Jiaxin Liu, Ding Zhong, Yue Wang +6Robust Hallucination DetectionHallucinations

  19. Scalable Token-Level Hallucination Detection in Large Language Models

    May 12, 2026Rui Min, Tianyu Pang, Chao Du +2Robust Hallucination Detection

  20. Instruction Lens Score: Your Instruction Contributes a Powerful Object Hallucination Detector for Multimodal Large Language Models

    May 12, 2026Runhe Lai, Xinhua Lu, Yanqi Wu +3Robust Hallucination DetectionHallucination Detection

  21. Med-StepBench: A Hierarchical Reasoning Framework for Evaluating Hallucinations in Medical Vision-Language Models

    May 11, 2026Minh Khoi Nguyen, Dai Lam Le, Amir Reza Jafari +8Medical Vision-Language ModelsRobust Hallucination Detection

  22. Sanity Checks for Long-Form Hallucination Detection

    May 8, 2026Geigh Zollicoffer, Minh Vu, Hongli Zhan +2Robust Hallucination DetectionReasoning Traces

  23. Verify when Uncertain: Beyond Self-Consistency in Black Box Hallucination Detection

    Feb 20, 2025Yihao Xue, Kristjan Greenewald, Youssef Mroueh +1Robust Hallucination DetectionHallucination Detection