A Survey of Hallucination in Large Foundation Models

12 September 2023

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

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Title
Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Xinlong Chen Yuanxing Zhang Sihan Yang Junfei Wu Fuzheng Zhang Tieniu Tan MLLM 280 1 0 17 May 2025
Search-TTA: A Multimodal Test-Time Adaptation Framework for Visual Search in the Wild Derek Ming Siang Tan Shailesh Boyang Liu Alok Raj Qi Xuan Ang ... Tanishq Duhan Jimmy Chiun Yuhong Cao Florian Shkurti Guillaume Sartoretti 504 1 0 16 May 2025
Defending against Indirect Prompt Injection by Instruction Detection Tongyu Wen Chenglong Wang Xiyuan Yang Haoyu Tang Yueqi Xie Lingjuan Lyu Zhicheng Dou Fangzhao Wu AAML 242 5 0 08 May 2025
Multimodal Large Language Models for Medicine: A Comprehensive Survey Jiarui Ye Hao Tang LM&MA 425 11 0 29 Apr 2025
A Generative-AI-Driven Claim Retrieval System Capable of Detecting and Retrieving Claims from Social Media Platforms in Multiple Languages Ivan Vykopal Martin Hyben Robert Moro Michal Gregor Jakub Simko 309 1 0 29 Apr 2025
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction Yuanchang Ye Weiyan Wen VLM 722 0 0 24 Apr 2025
Credible Plan-Driven RAG Method for Multi-Hop Question Answering Ningning Zhang Chi Zhang Zhizhong Tan Xingxing Yang Weiping Deng Wenyong Wang LRM 336 10 0 23 Apr 2025
Insights from Verification: Training a Verilog Generation LLM with Reinforcement Learning with Testbench Feedback N. Wang Bingkun Yao Jie Zhou Yuchen Hu Xi Wang Nan Guan Zhe Jiang OffRL 200 9 0 22 Apr 2025
FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation Chanyeol Choi Jihoon Kwon Jaeseon Ha Hojun Choi Chaewoon Kim Yongjae Lee Jy-yong Sohn Alejandro Lopez-Lira RALM 531 4 0 22 Apr 2025
MMKB-RAG: A Multi-Modal Knowledge-Based Retrieval-Augmented Generation Framework Zihan Ling Zhiyao Guo Yixuan Huang Yi An Shuai Xiao Jinsong Lan Xiaoyong Zhu Bo Zheng RALM VLM 339 5 0 14 Apr 2025
Enhancing Large Language Models through Neuro-Symbolic Integration and Ontological Reasoning Ruslan Idelfonso Magana Vsevolodovna Marco Monti LRM 215 4 0 10 Apr 2025
How to Detect and Defeat Molecular Mirage: A Metric-Driven Benchmark for Hallucination in LLM-based Molecular Comprehension Hao Li Liuzhenghao Lv He Cao Zijing Liu Zhiyuan Yan Yu Wang Yonghong Tian Rui Wang Li Yuan 266 4 0 10 Apr 2025
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey Zulun Zhu Tiancheng Huang Kai Wang Junda Ye Xiao Chen Siqiang Luo 3DV 377 10 0 08 Apr 2025
Towards Visual Text Grounding of Multimodal Large Language Model Ming Li Ruiyi Zhang Jian Chen Jiuxiang Gu Jiuxiang Gu Franck Dernoncourt Wanrong Zhu Wanrong Zhu Tianyi Zhou Tong Sun 355 12 0 07 Apr 2025
ArXivBench: When You Should Avoid Using ChatGPT for Academic Writing Ning Li Jingran Zhang Justin Cui 170 0 0 06 Apr 2025
Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation Liangbo Ning Wenqi Fan Qing Li AAML 230 4 0 03 Apr 2025
Leveraging Modality Tags for Enhanced Cross-Modal Video Retrieval A. Fragomeni Dima Damen Michael Wray 390 1 0 02 Apr 2025
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering Alexander Murphy Mohd Sanad Zaki Rizvi Aden Haussmann Ping Nie Guifu Liu Aryo Pradipta Gema Pasquale Minervini 225 2 0 30 Mar 2025
Learning to Instruct for Visual Instruction Tuning Zhihan Zhou Feng Hong Jiaan Luo Jiangchao Yao Dongsheng Li Bo Han Yujiao Shi Yanfeng Wang VLM 347 3 0 28 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 248 9 0 22 Mar 2025
Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey Xiaoou Liu Tiejin Chen Longchao Da Chacha Chen Zhen Lin Hua Wei HILM 424 36 0 20 Mar 2025
Neutralizing Bias in LLM Reasoning using Entailment GraphsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Liang Cheng Tianyi Li Zhaowei Wang Tianyang Liu Mark Steedman 163 3 0 14 Mar 2025
TruthPrInt: Mitigating LVLM Object Hallucination Via Latent Truthful-Guided Pre-Intervention Jinhao Duan Fei Kong Hao-Ran Cheng James Diffenderfer B. Kailkhura Lichao Sun Xiaofeng Zhu Xiaoshuang Shi Kaidi Xu 892 6 0 13 Mar 2025
Battling Misinformation: An Empirical Study on Adversarial Factuality in Open-Source Large Language Models Shahnewaz Karim Sakib Anindya Bijoy Das Shibbir Ahmed AAML 234 2 0 12 Mar 2025
Exploring Bias in over 100 Text-to-Image Generative Models Jordan Vice Naveed Akhtar Leonid Sigal Lin Wang EGVM 223 6 0 11 Mar 2025
TPC: Cross-Temporal Prediction Connection for Vision-Language Model Hallucination Reduction Chao Wang Weiwei Fu Yang Zhou MLLM VLM 281 3 0 06 Mar 2025
AI-Enhanced Deliberative Democracy and the Future of the Collective Will Manon Revel Théophile Pénigaud 251 0 0 06 Mar 2025
Unlocking a New Rust Programming Experience: Fast and Slow Thinking with LLMs to Conquer Undefined BehaviorsDesign Automation Conference (DAC), 2025 Renshuang Jiang Pan Dong Zhenling Duan Yu Shi Xiaoxiang Fang Yan Ding Jun Ma Shuai Zhao Zhe Jiang 158 0 0 04 Mar 2025
Can Large Language Models Extract Customer Needs as well as Professional Analysts? Artem Timoshenko Chengfeng Mao J. Hauser ELM 298 0 0 25 Feb 2025
VeriPlan: Integrating Formal Verification and LLMs into End-User PlanningInternational Conference on Human Factors in Computing Systems (CHI), 2025 Christine P. Lee David J. Porfirio Xinyu Jessica Wang Kevin Zhao Bilge Mutlu 425 19 0 25 Feb 2025
BRIDO: Bringing Democratic Order to Abstractive Summarization Junhyun Lee Harshith Goka Hyeonmok Ko HILM 178 0 0 25 Feb 2025
What are Models Thinking about? Understanding Large Language Model Hallucinations "Psychology" through Model Inner State Analysis Peiran Wang Yang Liu Yunfei Lu Jue Hong Ye Wu HILM LRM 214 1 0 20 Feb 2025
Bridging the Safety Gap: A Guardrail Pipeline for Trustworthy LLM Inferences Shanshan Han Salman Avestimehr Chaoyang He 225 3 0 12 Feb 2025
Meta-Cultural Competence: Climbing the Right Hill of Cultural AwarenessNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025 Sougata Saha Saurabh Kumar Pandey Monojit Choudhury 177 5 0 09 Feb 2025
Synthetic Artifact Auditing: Tracing LLM-Generated Synthetic Data Usage in Downstream Applications Yixin Wu Ziqing Yang Yun Shen Michael Backes Yang Zhang 326 1 0 02 Feb 2025
Large Language Models as Theory of Mind Aware Generative Agents with Counterfactual Reflection Bo Yang Jiaxian Guo Yusuke Iwasawa Y. Matsuo AI4CE 318 3 0 28 Jan 2025
Evaluating Hallucination in Large Vision-Language Models based on Context-Aware Object Similarities Shounak Datta Dhanasekar Sundararaman 159 1 0 28 Jan 2025
Towards Cross-Tokenizer Distillation: the Universal Logit Distillation Loss for LLMs Nicolas Boizard Kevin El Haddad C´eline Hudelot Pierre Colombo 398 24 0 28 Jan 2025
Mitigating Hallucinations on Object Attributes using Multiview Images and Negative InstructionsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Zhijie Tan Yuzhi Li Shengwei Meng Xiang Yuan Weiping Li Tong Mo Bingce Wang Xu Chu MLLM 98 0 0 20 Jan 2025
ASTRID -- An Automated and Scalable TRIaD for the Evaluation of RAG-based Clinical Question Answering SystemsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Mohita Chowdhury Yajie Vera He Jared Joselowitz Aisling Higham Ernest Lim 368 4 0 14 Jan 2025
Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio ReasoningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Chun-Yi Kuan Hung-yi Lee AuLLM LRM 274 16 0 03 Jan 2025
Mathematical Language Models: A Survey Wen Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 520 21 0 03 Jan 2025
Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow ThinkingAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Xiaoxue Cheng Junyi Li Wayne Xin Zhao Ji-Rong Wen HILM LRM 290 0 0 02 Jan 2025
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in MedicineInformation Fusion (Inf. Fusion), 2024 Hanguang Xiao Feizhong Zhou Xianglong Liu Tianqi Liu Zhipeng Li Xin Liu Xiaoxuan Huang AILaw LM&MA LRM 379 70 0 31 Dec 2024
Where am I? Cross-View Geo-localization with Natural Language Descriptions Junyan Ye Honglin Lin Leyan Ou Dairong Chen Zihao Wang Bin Wang Weijia Li Weijia Li 447 13 0 22 Dec 2024
Learning to Reason via Self-Iterative Process Feedback for Small Language ModelsInternational Conference on Computational Linguistics (COLING), 2024 Kaiyuan Chen Jin Wang Xuejie Zhang LRM ReLM 192 2 0 11 Dec 2024
A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future DirectionsACM Computing Surveys (ACM CSUR), 2024 Ola Shorinwa Zhiting Mei Justin Lidard Allen Z. Ren Anirudha Majumdar HILM LRM 339 55 0 07 Dec 2024
Intent-driven In-context Learning for Few-shot Dialogue State Tracking Zihao Yi Tianhao Liao Ying Shen 150 2 0 04 Dec 2024
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey Yunkai Dang Kaichen Huang Jiahao Huo Yibo Yan Shijie Huang ... Kun Wang Yong Liu Jing Shao Hui Xiong Xuming Hu LRM 365 47 0 03 Dec 2024
R-Bot: An LLM-based Query Rewrite SystemProceedings of the VLDB Endowment (PVLDB), 2024 Zhaoyan Sun Xuanhe Zhou Guoliang Li Xiang Yu Jianhua Feng Yong Zhang 244 15 0 02 Dec 2024