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A Survey on Hallucination in Large Language Models: Principles,
  Taxonomy, Challenges, and Open Questions

A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

9 November 2023
Lei Huang
Weijiang Yu
Weitao Ma
Weihong Zhong
Zhangyin Feng
Haotian Wang
Qianglong Chen
Weihua Peng
Xiaocheng Feng
Bing Qin
Ting Liu
    LRM
    HILM
ArXivPDFHTML

Papers citing "A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions"

50 / 103 papers shown
Title
A Hashgraph-Inspired Consensus Mechanism for Reliable Multi-Model Reasoning
A Hashgraph-Inspired Consensus Mechanism for Reliable Multi-Model Reasoning
Kolawole E. Ogunsina
Morayo A. Ogunsina
27
0
0
06 May 2025
Graph Drawing for LLMs: An Empirical Evaluation
Graph Drawing for LLMs: An Empirical Evaluation
Walter Didimo
Fabrizio Montecchiani
Tommaso Piselli
38
0
0
06 May 2025
SEval-Ex: A Statement-Level Framework for Explainable Summarization Evaluation
SEval-Ex: A Statement-Level Framework for Explainable Summarization Evaluation
Tanguy Herserant
Vincent Guigue
ELM
26
0
0
04 May 2025
ReLI: A Language-Agnostic Approach to Human-Robot Interaction
ReLI: A Language-Agnostic Approach to Human-Robot Interaction
Linus Nwankwo
Bjoern Ellensohn
Ozan Özdenizci
Elmar Rueckert
LM&Ro
42
0
0
03 May 2025
Interpretable graph-based models on multimodal biomedical data integration: A technical review and benchmarking
Interpretable graph-based models on multimodal biomedical data integration: A technical review and benchmarking
Alireza Sadeghi
F. Hajati
A. Argha
Nigel H Lovell
Min Yang
Hamid Alinejad-Rokny
21
0
0
03 May 2025
HyPerAlign: Hypotheses-driven Personalized Alignment
HyPerAlign: Hypotheses-driven Personalized Alignment
Cristina Garbacea
Chenhao Tan
44
0
0
29 Apr 2025
If Concept Bottlenecks are the Question, are Foundation Models the Answer?
If Concept Bottlenecks are the Question, are Foundation Models the Answer?
Nicola Debole
Pietro Barbiero
Francesco Giannini
Andrea Passerini
Stefano Teso
Emanuele Marconato
39
0
0
28 Apr 2025
Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble Scorers
Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble Scorers
Dylan Bouchard
Mohit Singh Chauhan
HILM
70
0
0
27 Apr 2025
AI Awareness
AI Awareness
X. Li
Haoyuan Shi
Rongwu Xu
Wei Xu
54
0
0
25 Apr 2025
Exploring the Role of Large Language Models in Cybersecurity: A Systematic Survey
Exploring the Role of Large Language Models in Cybersecurity: A Systematic Survey
Shuang Tian
Tao Zhang
J. Liu
Jiacheng Wang
Xuangou Wu
...
Ruichen Zhang
W. Zhang
Zhenhui Yuan
Shiwen Mao
Dong In Kim
48
0
0
22 Apr 2025
aiXamine: Simplified LLM Safety and Security
aiXamine: Simplified LLM Safety and Security
Fatih Deniz
Dorde Popovic
Yazan Boshmaf
Euisuh Jeong
M. Ahmad
Sanjay Chawla
Issa M. Khalil
ELM
70
0
0
21 Apr 2025
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?
Chenrui Fan
Ming Li
Lichao Sun
Tianyi Zhou
LRM
41
2
0
09 Apr 2025
A Multimedia Analytics Model for the Foundation Model Era
A Multimedia Analytics Model for the Foundation Model Era
M. Worring
Jan Zahálka
Stef van den Elzen
M. T. Fischer
Daniel A. Keim
VGen
HAI
35
0
0
08 Apr 2025
GOLLuM: Gaussian Process Optimized LLMs -- Reframing LLM Finetuning through Bayesian Optimization
GOLLuM: Gaussian Process Optimized LLMs -- Reframing LLM Finetuning through Bayesian Optimization
Bojana Ranković
P. Schwaller
BDL
60
0
0
08 Apr 2025
CoTAL: Human-in-the-Loop Prompt Engineering, Chain-of-Thought Reasoning, and Active Learning for Generalizable Formative Assessment Scoring
CoTAL: Human-in-the-Loop Prompt Engineering, Chain-of-Thought Reasoning, and Active Learning for Generalizable Formative Assessment Scoring
Clayton Cohn
Nicole M. Hutchins
Ashwin T S
Gautam Biswas
LRM
31
0
0
03 Apr 2025
OAEI-LLM-T: A TBox Benchmark Dataset for Understanding Large Language Model Hallucinations in Ontology Matching
OAEI-LLM-T: A TBox Benchmark Dataset for Understanding Large Language Model Hallucinations in Ontology Matching
Zhangcheng Qiang
50
0
0
25 Mar 2025
ProAPO: Progressively Automatic Prompt Optimization for Visual Classification
ProAPO: Progressively Automatic Prompt Optimization for Visual Classification
Xiangyan Qu
Gaopeng Gou
Jiamin Zhuang
Jing Yu
Kun Song
Qihao Wang
Yili Li
Gang Xiong
VLM
73
0
0
13 Mar 2025
KNighter: Transforming Static Analysis with LLM-Synthesized Checkers
KNighter: Transforming Static Analysis with LLM-Synthesized Checkers
Chenyuan Yang
Zijie Zhao
Zichen Xie
Haoyu Li
Lingming Zhang
57
0
0
12 Mar 2025
Semantic Volume: Quantifying and Detecting both External and Internal Uncertainty in LLMs
Semantic Volume: Quantifying and Detecting both External and Internal Uncertainty in LLMs
Xiaomin Li
Zhou Yu
Ziji Zhang
Yingying Zhuang
S.
Narayanan Sadagopan
Anurag Beniwal
HILM
51
0
0
28 Feb 2025
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering
Yuan Sui
Yufei He
Zifeng Ding
Bryan Hooi
HILM
ELM
RALM
64
7
0
20 Feb 2025
Large Language Models for Multi-Robot Systems: A Survey
Large Language Models for Multi-Robot Systems: A Survey
Peihan Li
Zijian An
Shams Abrar
Lifeng Zhou
LM&Ro
LRM
36
4
0
06 Feb 2025
Large Language Models as Common-Sense Heuristics
Large Language Models as Common-Sense Heuristics
Andrey Borro
Patricia J. Riddle
Michael W Barley
Michael Witbrock
LRM
LM&Ro
126
1
0
31 Jan 2025
TableMaster: A Recipe to Advance Table Understanding with Language Models
TableMaster: A Recipe to Advance Table Understanding with Language Models
Lang Cao
Hanbing Liu
LMTD
RALM
115
0
1
31 Jan 2025
LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation
LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation
Ziyao Zhang
Yanlin Wang
Chong Wang
Jiachi Chen
Zibin Zheng
108
11
0
20 Jan 2025
Leveraging Fine-Tuned Retrieval-Augmented Generation with Long-Context Support: For 3GPP Standards
Leveraging Fine-Tuned Retrieval-Augmented Generation with Long-Context Support: For 3GPP Standards
Omar Erak
Nouf Alabbasi
Omar Alhussein
Ismail Lotfi
Amr Hussein
Sami Muhaidat
Merouane Debbah
RALM
52
5
0
17 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
51
1
0
03 Jan 2025
Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning
Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning
Jiapu Wang
Kai Sun
Linhao Luo
Wei Wei
Yongli Hu
Alan Wee-Chung Liew
Shirui Pan
Baocai Yin
36
5
0
31 Dec 2024
The Jungle of Generative Drug Discovery: Traps, Treasures, and Ways Out
Rıza Özçelik
F. Grisoni
31
0
0
24 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
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
96
2
0
24 Nov 2024
Number Cookbook: Number Understanding of Language Models and How to Improve It
Number Cookbook: Number Understanding of Language Models and How to Improve It
Haotong Yang
Yi Hu
Shijia Kang
Zhouchen Lin
Muhan Zhang
LRM
39
2
0
06 Nov 2024
On the Loss of Context-awareness in General Instruction Fine-tuning
On the Loss of Context-awareness in General Instruction Fine-tuning
Yihan Wang
Andrew Bai
Nanyun Peng
Cho-Jui Hsieh
52
1
0
05 Nov 2024
GraphXAIN: Narratives to Explain Graph Neural Networks
GraphXAIN: Narratives to Explain Graph Neural Networks
Mateusz Cedro
David Martens
29
0
0
04 Nov 2024
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection
  in Language Models
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language Models
Minki Kang
Sung Ju Hwang
Gibbeum Lee
Jaewoong Cho
KELM
25
0
0
01 Nov 2024
The Potential of LLMs in Medical Education: Generating Questions and Answers for Qualification Exams
The Potential of LLMs in Medical Education: Generating Questions and Answers for Qualification Exams
Yunqi Zhu
Wen Tang
Ying Sun
Xuebing Yang
Liyang Dou
Yifan Gu
Yuanyuan Wu
Wensheng Zhang
Ying Sun
Xuebing Yang
LM&MA
ELM
24
1
0
31 Oct 2024
TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning
TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning
Xiangyu Zeng
Kunchang Li
Chenting Wang
Xinhao Li
Tianxiang Jiang
...
Zhengrong Yue
Yi Wang
Yali Wang
Yu Qiao
Limin Wang
MLLM
VLM
AI4TS
52
14
0
25 Oct 2024
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability
ZhongXiang Sun
Xiaoxue Zang
Kai Zheng
Yang Song
Jun Xu
Xiao Zhang
Weijie Yu
Yang Song
Han Li
35
6
0
15 Oct 2024
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in
  LLMs, Even for Vigilant Users
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users
Mengxuan Hu
Hongyi Wu
Zihan Guan
Ronghang Zhu
Dongliang Guo
Daiqing Qi
Sheng Li
SILM
15
3
0
10 Oct 2024
Bridging Today and the Future of Humanity: AI Safety in 2024 and Beyond
Bridging Today and the Future of Humanity: AI Safety in 2024 and Beyond
Shanshan Han
55
1
0
09 Oct 2024
Undesirable Memorization in Large Language Models: A Survey
Undesirable Memorization in Large Language Models: A Survey
Ali Satvaty
Suzan Verberne
Fatih Turkmen
ELM
PILM
60
7
0
03 Oct 2024
Integrative Decoding: Improve Factuality via Implicit Self-consistency
Integrative Decoding: Improve Factuality via Implicit Self-consistency
Yi Cheng
Xiao Liang
Yeyun Gong
Wen Xiao
Song Wang
...
Wenjie Li
Jian Jiao
Qi Chen
Peng Cheng
Wayne Xiong
HILM
43
1
0
02 Oct 2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"
Yifei Ming
Senthil Purushwalkam
Shrey Pandit
Zixuan Ke
Xuan-Phi Nguyen
Caiming Xiong
Shafiq R. Joty
HILM
105
16
0
30 Sep 2024
Word2Wave: Language Driven Mission Programming for Efficient Subsea Deployments of Marine Robots
Word2Wave: Language Driven Mission Programming for Efficient Subsea Deployments of Marine Robots
Ruo Chen
David Blow
Adnan Abdullah
Md Jahidul Islam
36
1
0
27 Sep 2024
Uncovering Latent Chain of Thought Vectors in Language Models
Uncovering Latent Chain of Thought Vectors in Language Models
Jason Zhang
Scott Viteri
LLMSV
LRM
28
1
0
21 Sep 2024
MMSearch: Benchmarking the Potential of Large Models as Multi-modal
  Search Engines
MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines
Dongzhi Jiang
Renrui Zhang
Ziyu Guo
Yanmin Wu
Jiayi Lei
...
Guanglu Song
Peng Gao
Yu Liu
Chunyuan Li
Hongsheng Li
MLLM
27
16
0
19 Sep 2024
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images
Zhecan Wang
Junzhang Liu
Chia-Wei Tang
Hani Alomari
Anushka Sivakumar
...
Haoxuan You
A. Ishmam
Kai-Wei Chang
Shih-Fu Chang
Chris Thomas
CoGe
VLM
34
2
0
19 Sep 2024
Textualized Agent-Style Reasoning for Complex Tasks by Multiple Round
  LLM Generation
Textualized Agent-Style Reasoning for Complex Tasks by Multiple Round LLM Generation
Chen Liang
Zhifan Feng
Zihe Liu
Wenbin Jiang
Jinan Xu
Yufeng Chen
Yong Wang
LLMAG
LRM
13
0
0
19 Sep 2024
Exploring LLMs for Malware Detection: Review, Framework Design, and
  Countermeasure Approaches
Exploring LLMs for Malware Detection: Review, Framework Design, and Countermeasure Approaches
Jamal N. Al-Karaki
Muhammad Al-Zafar Khan
Marwan Omar
14
4
0
11 Sep 2024
LUK: Empowering Log Understanding with Expert Knowledge from Large Language Models
LUK: Empowering Log Understanding with Expert Knowledge from Large Language Models
Lipeng Ma
Weidong Yang
Sihang Jiang
Ben Fei
Mingjie Zhou
Shuhao Li
Bo Xu
Bo Xu
Yanghua Xiao
41
0
0
03 Sep 2024
TrustNavGPT: Modeling Uncertainty to Improve Trustworthiness of
  Audio-Guided LLM-Based Robot Navigation
TrustNavGPT: Modeling Uncertainty to Improve Trustworthiness of Audio-Guided LLM-Based Robot Navigation
Xingpeng Sun
Yiran Zhang
Xindi Tang
Amrit Singh Bedi
Aniket Bera
32
4
0
03 Aug 2024
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