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A Survey of Hallucination in Large Foundation Models

A Survey of Hallucination in Large Foundation Models

12 September 2023
Vipula Rawte
A. Sheth
Amitava Das
    HILM
    LRM
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Papers citing "A Survey of Hallucination in Large Foundation Models"

50 / 233 papers shown
Title
Defending against Indirect Prompt Injection by Instruction Detection
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
12
0
0
08 May 2025
A Generative-AI-Driven Claim Retrieval System Capable of Detecting and Retrieving Claims from Social Media Platforms in Multiple Languages
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
21
0
0
29 Apr 2025
Multimodal Large Language Models for Medicine: A Comprehensive Survey
Multimodal Large Language Models for Medicine: A Comprehensive Survey
Jiarui Ye
Hao Tang
LM&MA
74
0
0
29 Apr 2025
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction
Yuanchang Ye
Weiyan Wen
VLM
51
0
0
24 Apr 2025
Credible plan-driven RAG method for Multi-hop Question Answering
Credible plan-driven RAG method for Multi-hop Question Answering
Ningning Zhang
Chi Zhang
Zhizhong Tan
Xingxing Yang
Weiping Deng
Wenyong Wang
LRM
24
0
0
23 Apr 2025
FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation
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
49
0
0
22 Apr 2025
Insights from Verification: Training a Verilog Generation LLM with Reinforcement Learning with Testbench Feedback
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
22
0
0
22 Apr 2025
MMKB-RAG: A Multi-Modal Knowledge-Based Retrieval-Augmented Generation Framework
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
41
0
0
14 Apr 2025
How to Detect and Defeat Molecular Mirage: A Metric-Driven Benchmark for Hallucination in LLM-based Molecular Comprehension
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
Y. Li
Li Yuan
22
0
0
10 Apr 2025
Enhancing Large Language Models through Neuro-Symbolic Integration and Ontological Reasoning
Enhancing Large Language Models through Neuro-Symbolic Integration and Ontological Reasoning
Ruslan Idelfonso Magana Vsevolodovna
Marco Monti
LRM
17
1
0
10 Apr 2025
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey
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
34
0
0
08 Apr 2025
Towards Visual Text Grounding of Multimodal Large Language Model
Towards Visual Text Grounding of Multimodal Large Language Model
Ming Li
Ruiyi Zhang
Jian Chen
Jiuxiang Gu
Yufan Zhou
Franck Dernoncourt
Wanrong Zhu
Tianyi Zhou
Tong Sun
23
2
0
07 Apr 2025
ArxivBench: Can LLMs Assist Researchers in Conducting Research?
ArxivBench: Can LLMs Assist Researchers in Conducting Research?
Ning Li
Jingran Zhang
Justin Cui
14
0
0
06 Apr 2025
Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation
Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation
Liangbo Ning
Wenqi Fan
Qing Li
AAML
33
1
0
03 Apr 2025
Leveraging Modality Tags for Enhanced Cross-Modal Video Retrieval
Leveraging Modality Tags for Enhanced Cross-Modal Video Retrieval
A. Fragomeni
Dima Damen
Michael Wray
33
0
0
02 Apr 2025
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering
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
40
0
0
30 Mar 2025
Learning to Instruct for Visual Instruction Tuning
Learning to Instruct for Visual Instruction Tuning
Zhihan Zhou
Feng Hong
Jiaan Luo
Jiangchao Yao
Dongsheng Li
Bo Han
Y. Zhang
Yanfeng Wang
VLM
59
0
0
28 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models
A Survey on Mathematical Reasoning and Optimization with Large Language Models
Ali Forootani
OffRL
LRM
AI4CE
37
0
0
22 Mar 2025
Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey
Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey
Xiaoou Liu
Tiejin Chen
Longchao Da
Chacha Chen
Zhen Lin
Hua Wei
HILM
59
3
0
20 Mar 2025
Neutralizing Bias in LLM Reasoning using Entailment Graphs
Liang Cheng
Tianyi Li
Zhaowei Wang
Tianyang Liu
Mark Steedman
34
0
0
14 Mar 2025
TruthPrInt: Mitigating LVLM Object Hallucination Via Latent Truthful-Guided Pre-Intervention
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
49
0
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
47
1
0
12 Mar 2025
Exploring Bias in over 100 Text-to-Image Generative Models
J. Vice
Naveed Akhtar
Richard I. Hartley
Ajmal Saeed Mian
EGVM
59
2
0
11 Mar 2025
AI-Facilitated Collective Judgements
Manon Revel
Théophile Pénigaud
45
0
0
06 Mar 2025
TPC: Cross-Temporal Prediction Connection for Vision-Language Model Hallucination Reduction
Chao Wang
Weiwei Fu
Yang Zhou
MLLM
VLM
60
0
0
06 Mar 2025
Unlocking a New Rust Programming Experience: Fast and Slow Thinking with LLMs to Conquer Undefined Behaviors
Renshuang Jiang
Pan Dong
Zhenling Duan
Yu Shi
Xiaoxiang Fang
Yan Ding
Jun Ma
Shuai Zhao
Zhe Jiang
33
0
0
04 Mar 2025
BRIDO: Bringing Democratic Order to Abstractive Summarization
BRIDO: Bringing Democratic Order to Abstractive Summarization
Junhyun Lee
Harshith Goka
Hyeonmok Ko
HILM
44
0
0
25 Feb 2025
VeriPlan: Integrating Formal Verification and LLMs into End-User Planning
VeriPlan: Integrating Formal Verification and LLMs into End-User Planning
Christine P. Lee
David J. Porfirio
Xinyu Jessica Wang
Kevin Zhao
Bilge Mutlu
72
1
0
25 Feb 2025
Can Large Language Models Extract Customer Needs as well as Professional Analysts?
Artem Timoshenko
Chengfeng Mao
J. Hauser
ELM
50
0
0
25 Feb 2025
What are Models Thinking about? Understanding Large Language Model Hallucinations "Psychology" through Model Inner State Analysis
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
62
0
0
20 Feb 2025
Bridging the Safety Gap: A Guardrail Pipeline for Trustworthy LLM Inferences
Bridging the Safety Gap: A Guardrail Pipeline for Trustworthy LLM Inferences
Shanshan Han
Salman Avestimehr
Chaoyang He
66
0
0
12 Feb 2025
Towards Cross-Tokenizer Distillation: the Universal Logit Distillation Loss for LLMs
Towards Cross-Tokenizer Distillation: the Universal Logit Distillation Loss for LLMs
Nicolas Boizard
Kevin El Haddad
C´eline Hudelot
Pierre Colombo
57
14
0
28 Jan 2025
Large Language Models as Theory of Mind Aware Generative Agents with Counterfactual Reflection
Bo Yang
Jiaxian Guo
Yusuke Iwasawa
Y. Matsuo
AI4CE
29
1
0
28 Jan 2025
ASTRID -- An Automated and Scalable TRIaD for the Evaluation of RAG-based Clinical Question Answering Systems
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
53
1
0
14 Jan 2025
Hallucination Detox: Sensitivity Dropout (SenD) for Large Language Model Training
Hallucination Detox: Sensitivity Dropout (SenD) for Large Language Model Training
Shahrad Mohammadzadeh
Juan David Guerra
Marco Bonizzato
Reihaneh Rabbany
Golnoosh Farnadi
HILM
39
0
0
08 Jan 2025
Mathematical Language Models: A Survey
Mathematical Language Models: A Survey
W. Liu
Hanglei Hu
Jie Zhou
Yuyang Ding
Junsong Li
...
Mengliang He
Qin Chen
Bo Jiang
Aimin Zhou
Liang He
LRM
62
12
0
03 Jan 2025
Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio Reasoning
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
42
1
0
03 Jan 2025
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine
Hanguang Xiao
Feizhong Zhou
X. Liu
Tianqi Liu
Zhipeng Li
Xin Liu
Xiaoxuan Huang
AILaw
LM&MA
LRM
59
17
0
31 Dec 2024
Where am I? Cross-View Geo-localization with Natural Language Descriptions
Where am I? Cross-View Geo-localization with Natural Language Descriptions
Junyan Ye
Honglin Lin
Leyan Ou
Dairong Chen
Zihao Wang
Conghui He
Weijia Li
Weijia Li
76
0
0
22 Dec 2024
Learning to Reason via Self-Iterative Process Feedback for Small
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Learning to Reason via Self-Iterative Process Feedback for Small Language Models
Kaiyuan Chen
Jin Wang
Xuejie Zhang
LRM
ReLM
72
0
0
11 Dec 2024
Explainable and Interpretable Multimodal Large Language Models: A
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Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey
Yunkai Dang
Kaichen Huang
Jiahao Huo
Yibo Yan
S. Huang
...
Kun Wang
Yong Liu
Jing Shao
Hui Xiong
Xuming Hu
LRM
94
14
0
03 Dec 2024
R-Bot: An LLM-based Query Rewrite System
R-Bot: An LLM-based Query Rewrite System
Zhaoyan Sun
Xuanhe Zhou
Guoliang Li
68
0
0
02 Dec 2024
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding
Jiaqi Wang
Yifei Gao
Jitao Sang
MLLM
93
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
32
1
0
16 Nov 2024
NeurIPS 2023 Competition: Privacy Preserving Federated Learning Document
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NeurIPS 2023 Competition: Privacy Preserving Federated Learning Document VQA
Marlon Tobaben
Mohamed Ali Souibgui
Rubèn Pérez Tito
Khanh Nguyen
Raouf Kerkouche
...
Josep Lladós
Ernest Valveny
Antti Honkela
Mario Fritz
Dimosthenis Karatzas
FedML
21
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0
06 Nov 2024
Diagnosing Medical Datasets with Training Dynamics
Diagnosing Medical Datasets with Training Dynamics
Laura Wenderoth
21
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0
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A Deep Dive Into Large Language Model Code Generation Mistakes: What and Why?
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
35
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Generative AI for Accessible and Inclusive Extended Reality
Generative AI for Accessible and Inclusive Extended Reality
Jens Grubert
Junlong Chen
Per Ola Kristensson
28
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A Debate-Driven Experiment on LLM Hallucinations and Accuracy
A Debate-Driven Experiment on LLM Hallucinations and Accuracy
Ray Li
Tanishka Bagade
Kevin Martinez
Flora Yasmin
Grant Ayala
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HILM
22
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DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate
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Amrutha Saseendran
13
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