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
Negation Blindness in Large Language Models: Unveiling the NO Syndrome in Image Generation Mohammad Nadeem S. Sohail Erik Cambria Björn W. Schuller Amir Hussain 27 3 0 27 Aug 2024
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models Duy Khoa Pham Bao Quoc Vo LM&MA HILM 31 4 0 25 Aug 2024
RAGChecker: A Fine-grained Framework for Diagnosing Retrieval-Augmented Generation Dongyu Ru Lin Qiu Xiangkun Hu Tianhang Zhang Peng Shi ... Tong He Zhiguo Wang Pengfei Liu Yue Zhang Zheng Zhang 51 12 0 15 Aug 2024
LLM-Generated Tips Rival Expert-Created Tips in Helping Students Answer Quantum-Computing Questions Lars Krupp Jonas Bley Isacco Gobbi Alexander Geng Sabine Müller ... Artur Widera Herwig Ott Paul Lukowicz Jakob Karolus Maximilian Kiefer-Emmanouilidis 35 4 0 24 Jul 2024
Multilingual Fine-Grained News Headline Hallucination Detection Jiaming Shen Tianqi Liu Jialu Liu Zhen Qin Jay Pavagadhi Simon Baumgartner Michael Bendersky 46 0 0 22 Jul 2024
The Sociolinguistic Foundations of Language Modeling Jack Grieve Sara Bartl Matteo Fuoli Jason Grafmiller Weihang Huang A. Jawerbaum Akira Murakami Marcus Perlman Dana Roemling Bodo Winter 38 7 0 12 Jul 2024
Knowledge Overshadowing Causes Amalgamated Hallucination in Large Language Models Yuji Zhang Sha Li Jiateng Liu Pengfei Yu Yi Ren Fung Jing Li Manling Li Heng Ji 34 10 0 10 Jul 2024
A Study on Effect of Reference Knowledge Choice in Generating Technical Content Relevant to SAPPhIRE Model Using Large Language Model Kausik Bhattacharya A. Majumder Amaresh Chakrabarti 22 2 0 29 Jun 2024
Human-AI collectives produce the most accurate differential diagnoses N. Zöller Julian Berger Irving Lin Nathan Fu Jayanth S Komarneni ... Benjamin Harack Eugene A. Chu V. Trianni Ralf H. J. M. Kurvers Stefan M. Herzog LM&MA 36 1 0 21 Jun 2024
On the Hardness of Faithful Chain-of-Thought Reasoning in Large Language Models Sree Harsha Tanneru Dan Ley Chirag Agarwal Himabindu Lakkaraju LRM 31 4 0 15 Jun 2024
We Have a Package for You! A Comprehensive Analysis of Package Hallucinations by Code Generating LLMs Joseph Spracklen Raveen Wijewickrama A. H. M. N. Sakib Anindya Maiti Murtuza Jadliwala Murtuza Jadliwala 42 10 0 12 Jun 2024
REAL Sampling: Boosting Factuality and Diversity of Open-Ended Generation via Asymptotic Entropy Haw-Shiuan Chang Nanyun Peng Mohit Bansal Anil Ramakrishna Tagyoung Chung HILM 42 2 0 11 Jun 2024
LinkGPT: Teaching Large Language Models To Predict Missing Links Zhongmou He Jing Zhu Shengyi Qian Joyce Chai Danai Koutra LRM 36 1 0 07 Jun 2024
What do MLLMs hear? Examining reasoning with text and sound components in Multimodal Large Language Models Enis Berk Çoban Michael I. Mandel Johanna Devaney AuLLM LRM 38 0 0 07 Jun 2024
A Survey of Language-Based Communication in Robotics William Hunt Sarvapali D. Ramchurn Mohammad D. Soorati LM&Ro 65 12 0 06 Jun 2024
UniOQA: A Unified Framework for Knowledge Graph Question Answering with Large Language Models Zhuoyang Li Liran Deng Hui Liu Qiaoqiao Liu Junzhao Du RALM 32 4 0 04 Jun 2024
Dishonesty in Helpful and Harmless Alignment Youcheng Huang Jingkun Tang Duanyu Feng Zheng-Wei Zhang Wenqiang Lei Jiancheng Lv Anthony G. Cohn LLMSV 38 3 0 04 Jun 2024
Typography Leads Semantic Diversifying: Amplifying Adversarial Transferability across Multimodal Large Language Models Hao-Ran Cheng Erjia Xiao Jiahang Cao Le Yang Kaidi Xu Jindong Gu Renjing Xu AAML 64 7 0 30 May 2024
How Culturally Aware are Vision-Language Models? Olena Burda-Lassen Aman Chadha Shashank Goswami Vinija Jain VLM 39 0 0 24 May 2024
CrossCheckGPT: Universal Hallucination Ranking for Multimodal Foundation Models Guangzhi Sun Potsawee Manakul Adian Liusie Kunat Pipatanakul Chao Zhang P. Woodland Mark J. F. Gales HILM MLLM 22 7 0 22 May 2024
From Generalist to Specialist: Improving Large Language Models for Medical Physics Using ARCoT Jace Grandinetti R. Mcbeth AI4CE LRM LM&MA 32 0 0 17 May 2024
An Empty Room is All We Want: Automatic Defurnishing of Indoor Panoramas Mira Slavcheva Dave Gausebeck Kevin Chen David Buchhofer Azwad Sabik Chen Ma Sachal Dhillon Olaf Brandt Alan Dolhasz 31 5 0 06 May 2024
Compressing Long Context for Enhancing RAG with AMR-based Concept Distillation Kaize Shi Xueyao Sun Qing Li Guandong Xu 43 12 0 06 May 2024
Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities Xiaomin Yu Yezhaohui Wang Yanfang Chen Zhen Tao Dinghao Xi Shichao Song Simin Niu Zhiyu Li 67 8 0 25 Apr 2024
A Survey on the Memory Mechanism of Large Language Model based Agents Zeyu Zhang Xiaohe Bo Chen Ma Rui Li Xu Chen Quanyu Dai Jieming Zhu Zhenhua Dong Ji-Rong Wen LLMAG KELM 39 106 0 21 Apr 2024
AI-Enhanced Cognitive Behavioral Therapy: Deep Learning and Large Language Models for Extracting Cognitive Pathways from Social Media Texts Meng Jiang Y. Yu Qing Zhao Jianqiang Li Changwei Song ... Wei-dong Zhai Dan Luo Xiaoqin Wang Guanghui Fu Bing Xiang Yang 32 1 0 17 Apr 2024
PerkwE_COQA: Enhanced Persian Conversational Question Answering by combining contextual keyword extraction with Large Language Models Pardis Moradbeiki Nasser Ghadiri 37 0 0 08 Apr 2024
Fakes of Varying Shades: How Warning Affects Human Perception and Engagement Regarding LLM Hallucinations Mahjabin Nahar Haeseung Seo Eun-Ju Lee Aiping Xiong Dongwon Lee HILM 29 11 0 04 Apr 2024
Is Factuality Decoding a Free Lunch for LLMs? Evaluation on Knowledge Editing Benchmark Baolong Bi Shenghua Liu Yiwei Wang Lingrui Mei Xueqi Cheng KELM 41 9 0 30 Mar 2024
Visual Hallucination: Definition, Quantification, and Prescriptive Remediations Anku Rani Vipula Rawte Harshad Sharma Neeraj Anand Krishnav Rajbangshi Amit P. Sheth Amitava Das MLLM 67 6 0 26 Mar 2024
Debiasing Multimodal Large Language Models Yi-Fan Zhang Weichen Yu Qingsong Wen Xue Wang Zhang Zhang Liang Wang Rong Jin Tien-Ping Tan 45 4 0 08 Mar 2024
Federated Recommendation via Hybrid Retrieval Augmented Generation Huimin Zeng Zhenrui Yue Qian Jiang Dong Wang FedML 52 12 0 07 Mar 2024
Can Large Language Models do Analytical Reasoning? Yebowen Hu Kaiqiang Song Sangwoo Cho Xiaoyang Wang H. Foroosh Dong Yu Fei Liu ELM ReLM LRM 19 2 0 06 Mar 2024
KnowPhish: Large Language Models Meet Multimodal Knowledge Graphs for Enhancing Reference-Based Phishing Detection Yuexin Li Chengyu Huang Shumin Deng Mei Lin Lock Tri Cao Nay Oo Hoon Wei Lim Bryan Hooi 53 16 0 04 Mar 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara F. Breitinger Mark Scanlon 49 8 0 29 Feb 2024
Re-Ex: Revising after Explanation Reduces the Factual Errors in LLM Responses Juyeon Kim Jeongeun Lee Yoonho Chang Chanyeol Choi Junseong Kim Jy-yong Sohn KELM LRM 48 2 0 27 Feb 2024
Search Engines Post-ChatGPT: How Generative Artificial Intelligence Could Make Search Less Reliable Shahan Ali Memon Jevin D. West 31 6 0 18 Feb 2024
RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language Model Jianhao Yuan Shuyang Sun Daniel Omeiza Bo-Lu Zhao Paul Newman Lars Kunze Matthew Gadd LRM 36 48 0 16 Feb 2024
Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation Xiaoying Zhang Baolin Peng Ye Tian Jingyan Zhou Lifeng Jin Linfeng Song Haitao Mi Helen Meng HILM 42 43 0 14 Feb 2024
Unified Hallucination Detection for Multimodal Large Language Models Xiang Chen Chenxi Wang Yida Xue Ningyu Zhang Xiaoyan Yang Qian Li Yue Shen Lei Liang Jinjie Gu Huajun Chen HILM 28 38 0 05 Feb 2024
RACER: An LLM-powered Methodology for Scalable Analysis of Semi-structured Mental Health Interviews Satpreet H. Singh Kevin Jiang Kanchan Bhasin Ashutosh Sabharwal N. Moukaddam Ankit B. Patel 8 2 0 05 Feb 2024
A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications Pranab Sahoo Ayush Kumar Singh Sriparna Saha Vinija Jain S. Mondal Aman Chadha 60 274 0 05 Feb 2024
Factuality of Large Language Models in the Year 2024 Yuxia Wang Minghan Wang Muhammad Arslan Manzoor Fei Liu Georgi Georgiev Rocktim Jyoti Das Preslav Nakov LRM HILM 30 21 0 04 Feb 2024
A Survey on Large Language Model Hallucination via a Creativity Perspective Xuhui Jiang Yuxing Tian Fengrui Hua Chengjin Xu Yuanzhuo Wang Jian Guo LRM 21 22 0 02 Feb 2024
Rethinking Interpretability in the Era of Large Language Models Chandan Singh J. Inala Michel Galley Rich Caruana Jianfeng Gao LRM AI4CE 77 62 0 30 Jan 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 15 0 30 Jan 2024
Generative AI in EU Law: Liability, Privacy, Intellectual Property, and Cybersecurity Claudio Novelli F. Casolari Philipp Hacker Giorgio Spedicato Luciano Floridi AILaw SILM 50 43 0 14 Jan 2024
Large Legal Fictions: Profiling Legal Hallucinations in Large Language Models Matthew Dahl Varun Magesh Mirac Suzgun Daniel E. Ho HILM AILaw 25 73 0 02 Jan 2024
Can LLM-Generated Misinformation Be Detected? Canyu Chen Kai Shu DeLMO 31 158 0 25 Sep 2023
Introducing ChatSQC: Enhancing Statistical Quality Control with Augmented AI F. Megahed Ying-Ju Chen I. Zwetsloot S. Knoth D. Montgomery L. A. Jones‐Farmer 25 2 0 22 Aug 2023