A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models

2 January 2024

S.M. Towhidul Islam Tonmoy

Vinija Jain

Papers citing "A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models"

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Title
AI Agents vs. Agentic AI: A Conceptual Taxonomy, Applications and Challenge Ranjan Sapkota Konstantinos I Roumeliotis Manoj Karkee AI4TS 24 0 0 15 May 2025
Efficient and Reproducible Biomedical Question Answering using Retrieval Augmented Generation Linus Stuhlmann Michael Alexander Saxer Jonathan Fürst RALM 31 0 0 12 May 2025
Safer Prompts: Reducing IP Risk in Visual Generative AI Lena Reissinger Yuanyuan Li Anna-Carolina Haensch Neeraj Sarna 33 0 0 06 May 2025
Llama-3.1-FoundationAI-SecurityLLM-Base-8B Technical Report Paul Kassianik Baturay Saglam Alexander Chen Blaine Nelson Anu Vellore ... Hyrum Anderson Kojin Oshiba Omar Santos Yaron Singer Amin Karbasi PILM 61 0 0 28 Apr 2025
Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble Scorers Dylan Bouchard Mohit Singh Chauhan HILM 79 0 0 27 Apr 2025
Guillotine: Hypervisors for Isolating Malicious AIs James Mickens Sarah Radway Ravi Netravali 30 0 0 22 Apr 2025
QLLM: Do We Really Need a Mixing Network for Credit Assignment in Multi-Agent Reinforcement Learning? Zhouyang Jiang Bin Zhang Airong Wei Zhiwei Xu OffRL 32 0 0 17 Apr 2025
Sparks of Science: Hypothesis Generation Using Structured Paper Data Charles OÑeill Tirthankar Ghosal Roberta Răileanu Mike Walmsley Thang Bui Kevin Schawinski I. Ciucă LRM 53 0 0 17 Apr 2025
A Scoping Review of Natural Language Processing in Addressing Medically Inaccurate Information: Errors, Misinformation, and Hallucination Zhaoyi Sun Wen-wai Yim Özlem Uzuner Fei Xia Meliha Yetisgen 40 0 0 16 Apr 2025
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation Hanmeng Zhong Linqing Chen Weilei Wang Wentao Wu 28 0 0 15 Apr 2025
HalluSearch at SemEval-2025 Task 3: A Search-Enhanced RAG Pipeline for Hallucination Detection Mohamed A. Abdallah S. El-Beltagy HILM 33 1 0 14 Apr 2025
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey Zulun Zhu Tiancheng Huang Kai Wang Junda Ye X. Chen Siqiang Luo 3DV 41 0 0 08 Apr 2025
ScholarCopilot: Training Large Language Models for Academic Writing with Accurate Citations Yubo Wang Xueguang Ma Ping Nie Huaye Zeng Zhiheng Lyu Y. Zhang Benjamin Schneider Yi Lu Xiang Yue Wenhu Chen RALM 48 0 0 01 Apr 2025
Learning to Instruct for Visual Instruction Tuning Zhihan Zhou Feng Hong Jiaan Luo Jiangchao Yao Dongsheng Li Bo Han Y. Zhang Yanfeng Wang VLM 66 0 0 28 Mar 2025
SARGes: Semantically Aligned Reliable Gesture Generation via Intent Chain Nan Gao Yihua Bao Dongdong Weng Jiayi Zhao Jia Li Yan Zhou Pengfei Wan Di Zhang SLR 96 0 0 26 Mar 2025
Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models Baolong Bi Shenghua Liu Y. Wang Yilong Xu Junfeng Fang Lingrui Mei Xueqi Cheng KELM 61 4 0 20 Mar 2025
Investigating Retrieval-Augmented Generation in Quranic Studies: A Study of 13 Open-Source Large Language Models Zahra Khalila Arbi Haza Nasution Winda Monika Aytug Onan Yohei Murakami Yasir Bin Ismail Radi Noor Mohammad Osmani RALM 78 0 0 20 Mar 2025
Learning on LLM Output Signatures for gray-box LLM Behavior Analysis Guy Bar-Shalom Fabrizio Frasca Derek Lim Yoav Gelberg Yftah Ziser Ran El-Yaniv Gal Chechik Haggai Maron 67 0 0 18 Mar 2025
RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration Hong Qing Yu Frank McQuade 48 1 0 14 Mar 2025
Cite Before You Speak: Enhancing Context-Response Grounding in E-commerce Conversational LLM-Agents Jingying Zeng Hui Liu Zhenwei Dai X. Tang Chen Luo Samarth Varshney Zhen Li Qi He HILM 64 1 0 05 Mar 2025
HalCECE: A Framework for Explainable Hallucination Detection through Conceptual Counterfactuals in Image Captioning Maria Lymperaiou Giorgos Filandrianos Angeliki Dimitriou Athanasios Voulodimos Giorgos Stamou MLLM 40 0 0 01 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Y. Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 36 0 0 28 Feb 2025
Mitigating Hallucinations in Diffusion Models through Adaptive Attention Modulation Trevine Oorloff Yaser Yacoob Abhinav Shrivastava 51 0 0 24 Feb 2025
Large Language Model Confidence Estimation via Black-Box Access Tejaswini Pedapati Amit Dhurandhar Soumya Ghosh Soham Dan P. Sattigeri 89 3 0 21 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 77 0 0 20 Feb 2025
Smoothing Out Hallucinations: Mitigating LLM Hallucination with Smoothed Knowledge Distillation Hieu Nguyen Zihao He Shoumik Atul Gandre Ujjwal Pasupulety Sharanya Kumari Shivakumar Kristina Lerman HILM 56 1 0 16 Feb 2025
Risk-Aware Distributional Intervention Policies for Language Models Bao Nguyen Binh Nguyen Duy Nguyen V. Nguyen 30 1 0 28 Jan 2025
Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting Fanpu Cao Shu Yang Zhengjian Chen Ye Liu Laizhong Cui AI4TS 36 0 0 28 Jan 2025
TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data Jeremy Irvin Emily Ruoyu Liu Joyce Chuyi Chen Ines Dormoy Jinyoung Kim Samar Khanna Zhuo Zheng Stefano Ermon MLLM VLM 52 4 0 28 Jan 2025
LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation Ziyao Zhang Yanlin Wang Chong Wang Jiachi Chen Zibin Zheng 125 14 0 20 Jan 2025
An Evolutionary Large Language Model for Hallucination Mitigation Abdennour Boulesnane Abdelhakim Souilah HILM 80 0 0 03 Dec 2024
Turing Representational Similarity Analysis (RSA): A Flexible Method for Measuring Alignment Between Human and Artificial Intelligence Mattson Ogg Ritwik Bose Jamie Scharf Christopher Ratto Michael Wolmetz 83 2 0 30 Nov 2024
A Novel Approach to Eliminating Hallucinations in Large Language Model-Assisted Causal Discovery Grace Sng Yanming Zhang Klaus Mueller 62 0 0 16 Nov 2024
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems Ishneet Sukhvinder Singh Ritvik Aggarwal Ibrahim Allahverdiyev Muhammad Taha Aslihan Akalin Kevin Zhu Sean O'Brien 30 8 0 25 Oct 2024
Fine-Tuning Large Language Models to Appropriately Abstain with Semantic Entropy Benedict Aaron Tjandra Muhammed Razzak Jannik Kossen Kunal Handa Yarin Gal HILM 28 0 0 22 Oct 2024
Generative AI Agents in Autonomous Machines: A Safety Perspective Jason J. Jabbour Vijay Janapa Reddi AI4CE 43 4 0 20 Oct 2024
Good Parenting is all you need -- Multi-agentic LLM Hallucination Mitigation Ted Kwartler Matthew Berman Alan Aqrawi LLMAG 26 3 0 18 Oct 2024
News Reporter: A Multi-lingual LLM Framework for Broadcast T.V News Tarun Jain Yufei Gao Sridhar Vanga Karan Singla 29 0 0 10 Oct 2024
Ordinal Preference Optimization: Aligning Human Preferences via NDCG Yang Zhao Yixin Wang Mingzhang Yin 26 2 0 06 Oct 2024
Data Analysis in the Era of Generative AI J. Inala Chenglong Wang Steven Drucker Gonzalo Ramos Victor C. Dibia N. Riche Dave Brown Dan Marshall Jianfeng Gao 29 7 0 27 Sep 2024
MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning Tieyuan Chen Huabin Liu Tianyao He Yihang Chen Chaofan Gan ... Cheng Zhong Yang Zhang Yingxue Wang Hui Lin Weiyao Lin VGen CML 39 5 0 26 Sep 2024
MultiTalk: Introspective and Extrospective Dialogue for Human-Environment-LLM Alignment Venkata Naren Devarakonda Ali Umut Kaypak Shuaihang Yuan P. Krishnamurthy Yi Fang Farshad Khorrami LLMAG 42 0 0 24 Sep 2024
Manipulation Facing Threats: Evaluating Physical Vulnerabilities in End-to-End Vision Language Action Models Hao Cheng Erjia Xiao Chengyuan Yu Zhao Yao Jiahang Cao ... Jiaxu Wang Mengshu Sun Kaidi Xu Jindong Gu Renjing Xu AAML 26 1 0 20 Sep 2024
Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model Reasoning Santosh Kumar Radha Yasamin Nouri Jelyani Ara Ghukasyan Oktay Goktas LLMAG LM&Ro LRM 33 5 0 19 Sep 2024
LLMs Can Check Their Own Results to Mitigate Hallucinations in Traffic Understanding Tasks Malsha Ashani Mahawatta Dona Beatriz Cabrero-Daniel Yinan Yu Christian Berger 44 1 0 19 Sep 2024
ProSLM : A Prolog Synergized Language Model for explainable Domain Specific Knowledge Based Question Answering Priyesh Vakharia Abigail Kufeldt Max Meyers Ian Lane Leilani H. Gilpin 29 0 0 17 Sep 2024
Language agents achieve superhuman synthesis of scientific knowledge Michael D. Skarlinski Sam Cox Jon M. Laurent James D. Braza Michaela M. Hinks M. Hammerling Manvitha Ponnapati Samuel G. Rodriques Andrew D. White ELM HILM ALM 33 28 0 10 Sep 2024
Deep Learning and Large Language Models for Audio and Text Analysis in Predicting Suicidal Acts in Chinese Psychological Support Hotlines Yining Chen Jianqiang Li Changwei Song Qing Zhao Yongsheng Tong Guanghui Fu AI4MH 41 2 0 10 Sep 2024
LLMs Will Always Hallucinate, and We Need to Live With This Sourav Banerjee Ayushi Agarwal Saloni Singla HILM LRM 19 34 0 09 Sep 2024
LLMs Prompted for Graphs: Hallucinations and Generative Capabilities Erwan Le Merrer Gilles Tredan Erwan Le Merrer Camilla Penzo Gilles Tredan MLAU 31 0 0 30 Aug 2024