A Survey of Hallucination in Large Foundation Models

12 September 2023

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

35 / 35 papers shown

Title
Learning Interpretable Representations Leads to Semantically Faithful EEG-to-Text Generation Xiaozhao Liu Dinggang Shen Xihui Liu 58 0 0 21 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 215 0 0 19 May 2025
Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language Models Xinlong Chen Yuanxing Zhang Qiang Liu Junfei Wu Fuzheng Zhang Tieniu Tan MLLM 67 0 0 17 May 2025
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction Yuanchang Ye Weiyan Wen VLM 443 0 0 24 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 133 0 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 101 0 0 14 Apr 2025
Leveraging Modality Tags for Enhanced Cross-Modal Video Retrieval A. Fragomeni Dima Damen Michael Wray 93 0 0 02 Apr 2025
Can Large Language Models Extract Customer Needs as well as Professional Analysts? Artem Timoshenko Chengfeng Mao J. Hauser ELM 101 0 0 25 Feb 2025
Towards Cross-Tokenizer Distillation: the Universal Logit Distillation Loss for LLMs Nicolas Boizard Kevin El Haddad C´eline Hudelot Pierre Colombo 113 17 0 28 Jan 2025
ASTRID -- An Automated and Scalable TRIaD for the Evaluation of RAG-based Clinical Question Answering Systems Mohita Chowdhury Yajie Vera He Aisling Higham Ernest Lim 126 1 0 14 Jan 2025
Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio Reasoning Chun-Yi Kuan Hung-yi Lee AuLLM LRM 109 7 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 165 14 0 03 Jan 2025
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine Hanguang Xiao Feizhong Zhou Xianglong Liu Tianqi Liu Zhipeng Li Xin Liu Xiaoxuan Huang AILaw LM&MA LRM 97 25 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 Zeang Sheng Weijia Li Weijia Li 152 0 0 22 Dec 2024
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 152 2 0 24 Nov 2024
ViBe: A Text-to-Video Benchmark for Evaluating Hallucination in Large Multimodal Models Vipula Rawte Sarthak Jain Aarush Sinha Garv Kaushik Aman Bansal ... Aishwarya N. Reganti Vinija Jain Aman Chadha A. Sheth A. Das VLM MLLM 182 1 0 16 Nov 2024
A Deep Dive Into Large Language Model Code Generation Mistakes: What and Why? QiHong Chen Jiawei Li Jiecheng Deng Jiachen Yu Justin Tian Jin Chen Iftekhar Ahmed 110 1 0 03 Nov 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 138 8 0 18 Oct 2024
LLM-Human Pipeline for Cultural Context Grounding of Conversations Rajkumar Pujari Dan Goldwasser 66 1 0 17 Oct 2024
KcMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs Yongqin Xu Huan Li Ke Chen Lidan Shou 84 4 0 16 Oct 2024
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation Chenxi Wang Xiang Chen N. Zhang Bozhong Tian Haoming Xu Shumin Deng Ningyu Zhang MLLM LRM 178 10 0 15 Oct 2024
On the Workflows and Smells of Leaderboard Operations (LBOps): An Exploratory Study of Foundation Model Leaderboards Zhimin Zhao A. A. Bangash F. Côgo Bram Adams Ahmed E. Hassan 102 1 0 04 Jul 2024
LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-Answering Harry Li G. Appleby Ashley Suh 59 2 0 07 Jun 2024
Hallucination Detection in Foundation Models for Decision-Making: A Flexible Definition and Review of the State of the Art Neeloy Chakraborty Melkior Ornik Katherine Driggs-Campbell LRM 153 12 0 25 Mar 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara Frank Breitinger Mark Scanlon 96 9 0 29 Feb 2024
Halo: Estimation and Reduction of Hallucinations in Open-Source Weak Large Language Models Mohamed S. Elaraby Mengyin Lu Jacob Dunn Xueying Zhang Yu Wang Shizhu Liu Pingchuan Tian Yuping Wang Yuxuan Wang HILM 55 27 0 22 Aug 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 91 169 0 08 Jul 2023
Citation: A Key to Building Responsible and Accountable Large Language Models Jie Huang Kevin Chen-Chuan Chang HILM 67 19 0 05 Jul 2023
Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and Mitigation Niels Mündler Jingxuan He Slobodan Jenko Martin Vechev HILM 57 114 0 25 May 2023
PURR: Efficiently Editing Language Model Hallucinations by Denoising Language Model Corruptions Anthony Chen Panupong Pasupat Sameer Singh Hongrae Lee Kelvin Guu 85 43 0 24 May 2023
mmT5: Modular Multilingual Pre-Training Solves Source Language Hallucinations Jonas Pfeiffer Francesco Piccinno Massimo Nicosia Xinyi Wang Machel Reid Sebastian Ruder VLM LRM 63 29 0 23 May 2023
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 82 257 0 17 Oct 2022
Plausible May Not Be Faithful: Probing Object Hallucination in Vision-Language Pre-training Wenliang Dai Zihan Liu Ziwei Ji Dan Su Pascale Fung MLLM VLM 72 67 0 14 Oct 2022
Object Hallucination in Image Captioning Anna Rohrbach Lisa Anne Hendricks Kaylee Burns Trevor Darrell Kate Saenko 183 428 0 06 Sep 2018
Dense-Captioning Events in Videos Ranjay Krishna Kenji Hata F. Ren Li Fei-Fei Juan Carlos Niebles 134 1,242 0 02 May 2017