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Survey of Hallucination in Natural Language Generation

Survey of Hallucination in Natural Language Generation

8 February 2022
Ziwei Ji
Nayeon Lee
Rita Frieske
Tiezheng Yu
D. Su
Yan Xu
Etsuko Ishii
Yejin Bang
Delong Chen
Wenliang Dai
Ho Shu Chan
Andrea Madotto
Pascale Fung
    HILM
    LRM
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Papers citing "Survey of Hallucination in Natural Language Generation"

50 / 1,060 papers shown
Title
Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency
Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency
Adel Ammar
Anis Koubaa
Omer Nacar
W. Boulila
RALM
3DV
35
0
0
13 May 2025
RefPentester: A Knowledge-Informed Self-Reflective Penetration Testing Framework Based on Large Language Models
RefPentester: A Knowledge-Informed Self-Reflective Penetration Testing Framework Based on Large Language Models
Hanzheng Dai
Yuanliang Li
Zhibo Zhang
Jun Yan
21
0
0
11 May 2025
An empathic GPT-based chatbot to talk about mental disorders with Spanish teenagers
An empathic GPT-based chatbot to talk about mental disorders with Spanish teenagers
Alba María Mármol-Romero
Manuel García-Vega
Miguel Ángel García-Cumbreras
Arturo Montejo-Ráez
35
2
0
09 May 2025
Adaptive Stress Testing Black-Box LLM Planners
Adaptive Stress Testing Black-Box LLM Planners
Neeloy Chakraborty
John Pohovey
Melkior Ornik
Katherine Driggs-Campbell
28
0
0
08 May 2025
MARK: Memory Augmented Refinement of Knowledge
MARK: Memory Augmented Refinement of Knowledge
Anish Ganguli
Prabal Deb
Debleena Banerjee
CLL
74
0
0
08 May 2025
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
29
0
0
08 May 2025
ChemRxivQuest: A Curated Chemistry Question-Answer Database Extracted from ChemRxiv Preprints
ChemRxivQuest: A Curated Chemistry Question-Answer Database Extracted from ChemRxiv Preprints
Mahmoud Amiri
Thomas Bocklitz
48
0
0
08 May 2025
ZeroSearch: Incentivize the Search Capability of LLMs without Searching
ZeroSearch: Incentivize the Search Capability of LLMs without Searching
Hao-Lun Sun
Zile Qiao
Jiayan Guo
Xuanbo Fan
Yingyan Hou
Yong-feng Jiang
Pengjun Xie
Fei Huang
Yan Zhang
J. Zhou
OffRL
58
0
0
07 May 2025
Interpretable Zero-shot Learning with Infinite Class Concepts
Interpretable Zero-shot Learning with Infinite Class Concepts
Zihan Ye
Shreyank N Gowda
Shiming Chen
Yaochu Jin
Kaizhu Huang
Xiaobo Jin
VLM
37
0
0
06 May 2025
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation
Gerard Pons
Besim Bilalli
Anna Queralt
38
1
0
05 May 2025
A Survey on Progress in LLM Alignment from the Perspective of Reward Design
A Survey on Progress in LLM Alignment from the Perspective of Reward Design
Miaomiao Ji
Yanqiu Wu
Zhibin Wu
Shoujin Wang
Jian Yang
Mark Dras
Usman Naseem
39
0
0
05 May 2025
Aligning Large Language Models with Healthcare Stakeholders: A Pathway to Trustworthy AI Integration
Aligning Large Language Models with Healthcare Stakeholders: A Pathway to Trustworthy AI Integration
Kexin Ding
Mu Zhou
Akshay Chaudhari
Shaoting Zhang
Dimitris N. Metaxas
LM&MA
43
0
0
02 May 2025
Reasoning Capabilities and Invariability of Large Language Models
Reasoning Capabilities and Invariability of Large Language Models
Alessandro Raganato
Rafael Peñaloza
Marco Viviani
G. Pasi
ReLM
LRM
82
0
0
01 May 2025
Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers
Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers
Quentin Guimard
Moreno DÍncà
Massimiliano Mancini
Elisa Ricci
SSL
72
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
89
0
0
29 Apr 2025
Hallucinations and Key Information Extraction in Medical Texts: A Comprehensive Assessment of Open-Source Large Language Models
Hallucinations and Key Information Extraction in Medical Texts: A Comprehensive Assessment of Open-Source Large Language Models
Anindya Bijoy Das
Shibbir Ahmed
Shahnewaz Karim Sakib
HILM
LM&MA
57
0
0
27 Apr 2025
Privacy-Preserving Federated Embedding Learning for Localized Retrieval-Augmented Generation
Privacy-Preserving Federated Embedding Learning for Localized Retrieval-Augmented Generation
Qianren Mao
Qili Zhang
Hanwen Hao
Zhentao Han
Runhua Xu
...
Bo Li
Y. Song
Jin Dong
Jianxin Li
Philip S. Yu
71
0
0
27 Apr 2025
Assessing the Potential of Generative Agents in Crowdsourced Fact-Checking
Assessing the Potential of Generative Agents in Crowdsourced Fact-Checking
Luigia Costabile
Gian Marco Orlando
V. Gatta
V. Moscato
36
0
0
24 Apr 2025
HalluLens: LLM Hallucination Benchmark
HalluLens: LLM Hallucination Benchmark
Yejin Bang
Ziwei Ji
Alan Schelten
Anthony Hartshorn
Tara Fowler
Cheng Zhang
Nicola Cancedda
Pascale Fung
HILM
92
0
0
24 Apr 2025
A RAG-Based Multi-Agent LLM System for Natural Hazard Resilience and Adaptation
A RAG-Based Multi-Agent LLM System for Natural Hazard Resilience and Adaptation
Yangxinyu Xie
Bowen Jiang
Tanwi Mallick
Joshua Bergerson
John K Hutchison
...
Robert B. Ross
Yan Feng
L. Levy
Weijie J. Su
Camillo J. Taylor
32
0
0
24 Apr 2025
An Empirical Study on Prompt Compression for Large Language Models
An Empirical Study on Prompt Compression for Large Language Models
Z. Zhang
Jinyi Li
Yihuai Lan
X. Wang
Hao Wang
MQ
42
0
0
24 Apr 2025
Grounded in Context: Retrieval-Based Method for Hallucination Detection
Grounded in Context: Retrieval-Based Method for Hallucination Detection
Assaf Gerner
Netta Madvil
Nadav Barak
Alex Zaikman
Jonatan Liberman
...
Yaron Friedman
Neal Harow
Noam Bresler
Shir Chorev
Philip Tannor
HILM
29
0
0
22 Apr 2025
Generative AI for Research Data Processing: Lessons Learnt From Three Use Cases
Generative AI for Research Data Processing: Lessons Learnt From Three Use Cases
Modhurita Mitra
Martine G. de Vos
Nicola Cortinovis
Dawa Ometto
22
0
0
22 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
56
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
80
0
0
21 Apr 2025
ResNetVLLM-2: Addressing ResNetVLLM's Multi-Modal Hallucinations
ResNetVLLM-2: Addressing ResNetVLLM's Multi-Modal Hallucinations
Ahmad Khalil
Mahmoud Khalil
A. Ngom
MLLM
VLM
47
0
0
20 Apr 2025
A Scoping Review of Natural Language Processing in Addressing Medically Inaccurate Information: Errors, Misinformation, and Hallucination
A Scoping Review of Natural Language Processing in Addressing Medically Inaccurate Information: Errors, Misinformation, and Hallucination
Zhaoyi Sun
Wen-wai Yim
Özlem Uzuner
Fei Xia
Meliha Yetisgen
40
0
0
16 Apr 2025
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation
Hanmeng Zhong
Linqing Chen
Weilei Wang
Wentao Wu
28
0
0
15 Apr 2025
HalluShift: Measuring Distribution Shifts towards Hallucination Detection in LLMs
HalluShift: Measuring Distribution Shifts towards Hallucination Detection in LLMs
Sharanya Dasgupta
Sujoy Nath
Arkaprabha Basu
Pourya Shamsolmoali
Swagatam Das
HILM
62
0
0
13 Apr 2025
Reduction of Supervision for Biomedical Knowledge Discovery
Reduction of Supervision for Biomedical Knowledge Discovery
Christos Theodoropoulos
Andrei Catalin Coman
James Henderson
Marie-Francine Moens
25
0
0
13 Apr 2025
Generating Planning Feedback for Open-Ended Programming Exercises with LLMs
Generating Planning Feedback for Open-Ended Programming Exercises with LLMs
Mehmet Arif Demirtaş
Claire Zheng
Max Fowler
Kathryn Cunningham
LRM
31
1
0
11 Apr 2025
RAG-Based Fuzzing of Cross-Architecture Compilers
RAG-Based Fuzzing of Cross-Architecture Compilers
Rana Elnaggar
Brian Delgado
Jason M. Fung
19
0
0
11 Apr 2025
Hallucination, reliability, and the role of generative AI in science
Hallucination, reliability, and the role of generative AI in science
Charles Rathkopf
HILM
40
0
0
11 Apr 2025
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering
Jasper Linders
Jakub M. Tomczak
RALM
53
0
0
11 Apr 2025
Orchestrating Agents and Data for Enterprise: A Blueprint Architecture for Compound AI
Orchestrating Agents and Data for Enterprise: A Blueprint Architecture for Compound AI
Eser Kandogan
Nikita Bhutani
Dan Zhang
Rafael Li Chen
Sairam Gurajada
Estevam R. Hruschka
AIFin
34
0
0
10 Apr 2025
Automated Construction of a Knowledge Graph of Nuclear Fusion Energy for Effective Elicitation and Retrieval of Information
Automated Construction of a Knowledge Graph of Nuclear Fusion Energy for Effective Elicitation and Retrieval of Information
A. Loreti
K. Chen
R. George
R. Firth
A. Agnello
S. Tanaka
35
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
21
1
0
10 Apr 2025
Robust Hallucination Detection in LLMs via Adaptive Token Selection
Robust Hallucination Detection in LLMs via Adaptive Token Selection
Mengjia Niu
Hamed Haddadi
Guansong Pang
HILM
55
0
0
10 Apr 2025
AI-Assisted Conversational Interviewing: Effects on Data Quality and User Experience
AI-Assisted Conversational Interviewing: Effects on Data Quality and User Experience
Soubhik Barari
Jarret Angbazo
Natalie Wang
Leah M. Christian
Elizabeth Dean
Zoe Slowinski
Brandon Sepulvado
28
0
0
09 Apr 2025
PathGPT: Leveraging Large Language Models for Personalized Route Generation
PathGPT: Leveraging Large Language Models for Personalized Route Generation
Steeve Cuthbert Marcelyn
Yucen Gao
Yuzhe Zhang
Xiaofeng Gao
Guihai Chen
30
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
41
2
0
07 Apr 2025
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness
Dongzhuoran Zhou
Yuqicheng Zhu
Yuan He
Jiaoyan Chen
Evgeny Kharlamov
Steffen Staab
RALM
49
0
0
07 Apr 2025
Universal Collection of Euclidean Invariants between Pairs of Position-Orientations
Universal Collection of Euclidean Invariants between Pairs of Position-Orientations
Gijs Bellaard
B. Smets
R. Duits
59
0
0
04 Apr 2025
Hallucination Detection on a Budget: Efficient Bayesian Estimation of Semantic Entropy
Hallucination Detection on a Budget: Efficient Bayesian Estimation of Semantic Entropy
K. Ciosek
Nicolò Felicioni
Sina Ghiassian
36
0
0
04 Apr 2025
Statics of continuum planar grasping
Statics of continuum planar grasping
Udit Halder
31
0
0
03 Apr 2025
Tasks and Roles in Legal AI: Data Curation, Annotation, and Verification
Tasks and Roles in Legal AI: Data Curation, Annotation, and Verification
Allison Koenecke
Jed Stiglitz
David Mimno
Matthew Wilkens
AILaw
ELM
77
0
0
02 Apr 2025
Epistemic Alignment: A Mediating Framework for User-LLM Knowledge Delivery
Epistemic Alignment: A Mediating Framework for User-LLM Knowledge Delivery
Nicholas Clark
Hua Shen
Bill Howe
Tanushree Mitra
26
0
0
01 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
47
0
0
30 Mar 2025
TRA: Better Length Generalisation with Threshold Relative Attention
TRA: Better Length Generalisation with Threshold Relative Attention
Mattia Opper
Roland Fernandez
P. Smolensky
Jianfeng Gao
46
0
0
29 Mar 2025
SWI: Speaking with Intent in Large Language Models
SWI: Speaking with Intent in Large Language Models
Yuwei Yin
EunJeong Hwang
Giuseppe Carenini
LRM
46
0
0
27 Mar 2025
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