A Survey of Hallucination in Large Foundation Models

12 September 2023

Papers citing "A Survey of Hallucination in Large Foundation Models"

50 / 288 papers shown

Title
Enhancing Sequential Recommendation with World Knowledge from Large Language Models Tianjie Dai Xu Chen Yunmeng Shu Jinsong Lan Xiaoyong Zhu Jiangchao Yao Bo Zheng RALM 192 0 0 25 Nov 2025
Can LLMs Make (Personalized) Access Control Decisions? Friederike Groschupp Daniele Lain Aritra Dhar Lara Magdalena Lazier Srdjan Capkun 60 1 0 25 Nov 2025
Last Layer Logits to Logic: Empowering LLMs with Logic-Consistent Structured Knowledge Reasoning Songze Li Zhiqiang Liu Zhaoyan Gong Xiaoke Guo Zhengke Gui H. Chen Wen Zhang LRM 202 0 0 11 Nov 2025
Towards Global Retrieval Augmented Generation: A Benchmark for Corpus-Level Reasoning Qi Luo Xiaonan Li Tingshuo Fan Xinchi Chen Xipeng Qiu RALM 3DV LRM 433 0 0 30 Oct 2025
MAD-Fact: A Multi-Agent Debate Framework for Long-Form Factuality Evaluation in LLMs Yucheng Ning Xixun Lin Fang Fang Yanan Cao HILM 265 0 0 27 Oct 2025
What Limits Agentic Systems Efficiency? S. Bian Minghao Yan Anand Jayarajan Gennady Pekhimenko Shivaram Venkataraman LLMAG LRM 113 0 0 18 Oct 2025
Mitigating Hallucination in Multimodal Reasoning via Functional Attention Control H. Lu Bolun Chu Weiye Fu Guoshun Nan Junning Liu Minghui Pan Qiankun Li Yi Yu Hua Wang Kun Wang LRM 80 0 0 11 Oct 2025
TraceDet: Hallucination Detection from the Decoding Trace of Diffusion Large Language Models Shenxu Chang Junchi Yu Weixing Wang Yongqiang Chen Jialin Yu Philip Torr Jindong Gu HILM 88 0 0 30 Sep 2025
Hallucination reduction with CASAL: Contrastive Activation Steering For Amortized Learning Wannan Yang Xinchi Qiu L. Yu Yuchen Zhang Oliver Aobo Yang Narine Kokhlikyan Nicola Cancedda Diego Garcia-Olano Diego Garcia-Olano 134 0 0 25 Sep 2025
Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching Songze Li Zhiqiang Liu Zhengke Gui H. Chen Wen Zhang 76 1 0 25 Sep 2025
Advances in Large Language Models for Medicine Zhiyu Kan Wensheng Gan Zhenlian Qi Philip S. Yu LM&MA 154 0 0 23 Sep 2025
The Art of Saying "Maybe": A Conformal Lens for Uncertainty Benchmarking in VLMs Asif Azad Mohammad Sadat Hossain MD Sadik Hossain Shanto M. Saifur Rahman Md. Rizwan Parvez 181 0 0 16 Sep 2025
A funny companion: Distinct neural responses to perceived AI- versus human-generated humor Xiaohui Rao Hanlin Wu Zhenguang G. Cai 101 1 0 13 Sep 2025
MetaRAG: Metamorphic Testing for Hallucination Detection in RAG Systems Channdeth Sok David Luz Yacine Haddam HILM 254 0 0 11 Sep 2025
AraHalluEval: A Fine-grained Hallucination Evaluation Framework for Arabic LLMs Aisha Alansari Hamzah Luqman HILM LRM 146 2 0 04 Sep 2025
A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Yanbo Wang Yongcan Yu Jian Liang Ran He HILM LRM 181 4 0 04 Sep 2025
Decoding Memories: An Efficient Pipeline for Self-Consistency Hallucination Detection Weizhi Gao Xiaorui Liu Feiyi Wang Dan Lu Junqi Yin HILM 68 0 0 28 Aug 2025
Select to Know: An Internal-External Knowledge Self-Selection Framework for Domain-Specific Question Answering Bolei He Xinran He Run Shao Shanfu Shu Xianwei Xue Mingquan Cheng Haifeng Li Zhenhua Ling RALM LRM 213 1 0 21 Aug 2025
Can we Evaluate RAGs with Synthetic Data? Jonas van Elburg Peter van der Putten Maarten Marx SyDa 182 0 0 15 Aug 2025
SHALE: A Scalable Benchmark for Fine-grained Hallucination Evaluation in LVLMs Bei Yan Z. Chen Yuecong Min Jie Zhang Jiahao Wang X. Wang Shiguang Shan HILM 120 0 0 13 Aug 2025
CCFQA: A Benchmark for Cross-Lingual and Cross-Modal Speech and Text Factuality Evaluation Yexing Du Kaiyuan Liu Youcheng Pan Zheng Chu B. Yang Xiaocheng Feng Yang Xiang Ming Liu HILM 140 2 0 10 Aug 2025
Adapting Vision-Language Models Without Labels: A Comprehensive Survey Hao Dong Lijun Sheng Jian Liang Ran He Eleni Chatzi Olga Fink OffRL VLM 172 3 0 07 Aug 2025
A Survey on AgentOps: Categorization, Challenges, and Future Directions Zexin Wang Jingjing Li Quan Zhou Haotian Si Yuanhao Liu Jianhui Li Gaogang Xie Fei Sun Dan Pei Changhua Pei LLMAG AI4TS 146 0 0 04 Aug 2025
MAP: Mitigating Hallucinations in Large Vision-Language Models with Map-Level Attention Processing Chenxi Li Yichen Guo Benfang Qian Jinhao You Kai Tang Yaosong Du Zonghao Zhang Xiande Huang MLLM 175 1 0 03 Aug 2025
Benchmarking and Bridging Emotion Conflicts for Multimodal Emotion Reasoning Zhiyuan Han Beier Zhu Yanlong Xu Peipei Song Xun Yang 146 3 0 02 Aug 2025
Optimizing Active Learning in Vision-Language Models via Parameter-Efficient Uncertainty Calibration Athmanarayanan Lakshmi Narayanan Amrutha Machireddy R. Krishnan UQCV 149 0 0 29 Jul 2025
First Hallucination Tokens Are Different from Conditional Ones Jakob Snel Seong Joon Oh HILM 269 0 0 28 Jul 2025
Hallucination Detection and Mitigation with Diffusion in Multi-Variate Time-Series Foundation Models Vijja Wichitwechkarn Charles Fox Ruchi Choudhary AI4TS 100 0 0 23 Jul 2025
Extracting Visual Facts from Intermediate Layers for Mitigating Hallucinations in Multimodal Large Language Models Haoran Zhou Zihan Zhang Hao Chen 95 0 0 21 Jul 2025
Mitigating Object Hallucinations via Sentence-Level Early Intervention Shangpin Peng Senqiao Yang Li Jiang Zhuotao Tian MLLM 194 5 0 16 Jul 2025
Multi-Agent Retrieval-Augmented Framework for Evidence-Based Counterspeech Against Health Misinformation Anirban Saha Anik Xiaoying Song Elliott Wang Bryan Wang Bengisu Yarimbas Lingzi Hong RALM 194 1 0 09 Jul 2025
Self-Critique-Guided Curiosity Refinement: Enhancing Honesty and Helpfulness in Large Language Models via In-Context Learning Duc Hieu Ho Chenglin Fan HILM LRM 131 1 0 19 Jun 2025
HEAL: An Empirical Study on Hallucinations in Embodied Agents Driven by Large Language Models Trishna Chakraborty Udita Ghosh Xiaopan Zhang Fahim Faisal Niloy Yue Dong Jiachen Li Amit K. Roy-Chowdhury Chengyu Song LLMAG HILM LRM 190 3 0 18 Jun 2025
Technical Report for Argoverse2 Scenario Mining Challenges on Iterative Error Correction and Spatially-Aware Prompting Yifei Chen Ross Greer 115 3 0 10 Jun 2025
Did I Faithfully Say What I Thought? Bridging the Gap Between Neural Activity and Self-Explanations in Large Language Models Milan Bhan Jean-Noel Vittaut Nicolas Chesneau Sarath Chandar Marie-Jeanne Lesot LRM 315 0 0 10 Jun 2025
Reducing Object Hallucination in Large Audio-Language Models via Audio-Aware Decoding Tzu-wen Hsu Ke-Han Lu Cheng-Han Chiang Hung-yi Lee AuLLM 231 3 0 08 Jun 2025
Graph Counselor: Adaptive Graph Exploration via Multi-Agent Synergy to Enhance LLM ReasoningAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Junqi Gao Xiang Zou YIng Ai Dong Li Yichen Niu Biqing Qi Jianxing Liu 173 3 0 04 Jun 2025
Machine Mirages: Defining the Undefined Hamidou Tembine 89 0 0 03 Jun 2025
Invariant Link Selector for Spatial-Temporal Out-of-Distribution ProblemInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2025 Katherine Tieu Dongqi Fu Jun Wu Jingrui He OOD OODD CML 155 5 0 30 May 2025
RISE: Reasoning Enhancement via Iterative Self-Exploration in Multi-hop Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Bolei He Xinran He Mengke Chen Xianwei Xue Ying Zhu Zhenhua Ling ReLM LRM 185 1 0 28 May 2025
Search-Based Software Engineering and AI Foundation Models: Current Landscape and Future Roadmap C. Gomes Shaukat Ali Paolo Arcaini Andrea Arcuri 155 0 0 26 May 2025
ChartLens: Fine-grained Visual Attribution in ChartsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Manan Suri Puneet Mathur Nedim Lipka Franck Dernoncourt Ryan Rossi Dinesh Manocha 164 1 0 25 May 2025
Writing Like the Best: Exemplar-Based Expository Text GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Yuxiang Liu Kevin Chen-Chuan Chang 206 1 0 24 May 2025
Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs Zeyu Wei Shuo Wang Xiaohui Rong Xuemin Liu He Li HILM 119 6 0 22 May 2025
Learning Interpretable Representations Leads to Semantically Faithful EEG-to-Text Generation Xiaozhao Liu Dinggang Shen Xihui Liu 240 1 0 21 May 2025
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs Jie Ma Ning Qu Zhitao Gao Rui Xing Jun Liu ... Jiang Xie Linyun Song Pinghui Wang Jing Tao Zhou Su 270 3 0 21 May 2025
Pierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis Haoming Huang Yibo Yan Jiahao Huo Xin Zou Xinfeng Li Kun Wang Xuming Hu 433 1 0 20 May 2025
The Role of Visualization in LLM-Assisted Knowledge Graph Systems: Effects on User Trust, Exploration, and Workflows Harry Li G. Appleby Kenneth Alperin Steven R. Gomez Ashley Suh 129 0 0 20 May 2025
Teaching Audio-Aware Large Language Models What Does Not Hear: Mitigating Hallucinations through Synthesized Negative Samples Chun-Yi Kuan Hung-yi Lee 214 3 0 20 May 2025
Policy Contrastive Decoding for Robotic Foundation Models Shihan Wu Ji Zhang Xu Luo Junlin Xie Jingkuan Song Heng Tao Shen Lianli Gao OffRL 727 2 0 19 May 2025