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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"

35 / 35 papers shown

Title
Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph Walks Martin Böckling Heiko Paulheim Andreea Iana RALM 92 0 0 22 May 2025
GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Jialun Zhong Yanzeng Li Sen Hu Yang Zhang Teng Xu Lei Zou LM&MA 77 0 0 19 May 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 131 0 0 17 Apr 2025
ScholarCopilot: Training Large Language Models for Academic Writing with Accurate Citations Yubo Wang Xueguang Ma Ping Nie Huaye Zeng Zhiheng Lyu Yize Zhang Benjamin Schneider Yi Lu Xiang Yue Wenhu Chen RALM 100 0 0 01 Apr 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 108 1 0 20 Mar 2025
Learning on LLM Output Signatures for gray-box Behavior Analysis Guy Bar-Shalom Fabrizio Frasca Derek Lim Yoav Gelberg Yftah Ziser Ran El-Yaniv Gal Chechik Haggai Maron 118 0 0 18 Mar 2025
Cite Before You Speak: Enhancing Context-Response Grounding in E-commerce Conversational LLM-Agents Jingying Zeng Hui Liu Zhenwei Dai Xianfeng Tang Chen Luo Samarth Varshney Zhen Li Qi He HILM 102 3 0 05 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Yongxu Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 126 0 0 28 Feb 2025
Large Language Model Confidence Estimation via Black-Box Access Tejaswini Pedapati Amit Dhurandhar Soumya Ghosh Soham Dan P. Sattigeri 217 5 0 21 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 115 2 0 16 Feb 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 158 12 0 28 Jan 2025
LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation Ziyao Zhang Yanlin Wang Chong Wang Jiachi Chen Zibin Zheng 171 18 0 20 Jan 2025
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 89 10 0 25 Oct 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 115 13 0 12 Jun 2024
How Culturally Aware are Vision-Language Models? Olena Burda-Lassen Aman Chadha Shashank Goswami Vinija Jain VLM 134 1 0 24 May 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara Frank Breitinger Mark Scanlon 120 9 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 134 2 0 27 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 120 326 0 05 Feb 2024
DRESS: Instructing Large Vision-Language Models to Align and Interact with Humans via Natural Language Feedback Yangyi Chen Karan Sikka Michael Cogswell Heng Ji Ajay Divakaran 108 71 0 16 Nov 2023
R-Tuning: Instructing Large Language Models to Say `I Don't Know' Hanning Zhang Shizhe Diao Yong Lin Yi R. Fung Qing Lian Xingyao Wang Yangyi Chen Heng Ji Tong Zhang UQLM 98 46 0 16 Nov 2023
Fine-tuning Language Models for Factuality Katherine Tian Eric Mitchell Huaxiu Yao Christopher D. Manning Chelsea Finn KELM HILM SyDa 75 184 0 14 Nov 2023
Predicting Text Preference Via Structured Comparative Reasoning Jing Nathan Yan Tianqi Liu Justin T Chiu Jiaming Shen Zhen Qin ... Charumathi Lakshmanan Y. Kurzion Alexander M. Rush Jialu Liu Michael Bendersky LRM 80 7 0 14 Nov 2023
Critic-Driven Decoding for Mitigating Hallucinations in Data-to-text Generation Mateusz Lango Ondrej Dusek 43 8 0 25 Oct 2023
The Troubling Emergence of Hallucination in Large Language Models -- An Extensive Definition, Quantification, and Prescriptive Remediations Vipula Rawte Swagata Chakraborty Agnibh Pathak Anubhav Sarkar S.M. Towhidul Islam Tonmoy Aman Chadha Mikel Artetxe Punit Daniel Simig HILM 75 128 0 08 Oct 2023
FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation Tu Vu Mohit Iyyer Xuezhi Wang Noah Constant Jerry W. Wei ... Chris Tar Yun-hsuan Sung Denny Zhou Quoc Le Thang Luong KELM HILM LRM 103 219 0 05 Oct 2023
A Stitch in Time Saves Nine: Detecting and Mitigating Hallucinations of LLMs by Validating Low-Confidence Generation Neeraj Varshney Wenlin Yao Hongming Zhang Jianshu Chen Dong Yu HILM 109 175 0 08 Jul 2023
Principle-Driven Self-Alignment of Language Models from Scratch with Minimal Human Supervision Zhiqing Sun Songlin Yang Qinhong Zhou Hongxin Zhang Zhenfang Chen David D. Cox Yiming Yang Chuang Gan SyDa ALM 99 337 0 04 May 2023
OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization Srinivasan Iyer Xi Lin Ramakanth Pasunuru Todor Mihaylov Daniel Simig ... Jeff Wang Christopher Dewan Asli Celikyilmaz Luke Zettlemoyer Veselin Stoyanov ALM 146 267 0 22 Dec 2022
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model BigScience Workshop : Teven Le Scao Angela Fan Christopher Akiki ... Zhongli Xie Zifan Ye M. Bras Younes Belkada Thomas Wolf VLM 401 2,394 0 09 Nov 2022
RARR: Researching and Revising What Language Models Say, Using Language Models Luyu Gao Zhuyun Dai Panupong Pasupat Anthony Chen Arun Tejasvi Chaganty ... Vincent Zhao Ni Lao Hongrae Lee Da-Cheng Juan Kelvin Guu HILM KELM 93 258 0 17 Oct 2022
Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience G. Chrysostomou Nikolaos Aletras 69 18 0 31 Aug 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 584 4,084 0 18 Apr 2021
Large-Scale Adversarial Training for Vision-and-Language Representation Learning Zhe Gan Yen-Chun Chen Linjie Li Chen Zhu Yu Cheng Jingjing Liu ObjD VLM 76 498 0 11 Jun 2020
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 255 7,547 0 02 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 373 6,467 0 26 Sep 2019