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Survey of Hallucination in Natural Language Generation
v1v2v3v4v5v6v7 (latest)

Survey of Hallucination in Natural Language Generation

ACM Computing Surveys (ACM CSUR), 2022
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
    HILMLRM
ArXiv (abs)PDFHTML

Papers citing "Survey of Hallucination in Natural Language Generation"

50 / 1,366 papers shown
Resolving Knowledge Conflicts in Domain-specific Data Selection: A Case Study on Medical Instruction-tuning
Resolving Knowledge Conflicts in Domain-specific Data Selection: A Case Study on Medical Instruction-tuning
Qihuang Zhong
Liang Ding
Fei Liao
Juhua Liu
Bo Du
Dacheng Tao
246
0
0
28 May 2025
Climate Finance Bench
Climate Finance Bench
Rafik Mankour
Yassine Chafai
Hamada Saleh
Ghassen Ben Hassine
Thibaud Barreau
Peter Tankov
178
0
0
28 May 2025
RelationalFactQA: A Benchmark for Evaluating Tabular Fact Retrieval from Large Language Models
RelationalFactQA: A Benchmark for Evaluating Tabular Fact Retrieval from Large Language Models
Dario Satriani
Enzo Veltri
Donatello Santoro
Paolo Papotti
LMTDHILM
203
0
0
27 May 2025
Counterfactual Simulatability of LLM Explanations for Generation Tasks
Counterfactual Simulatability of LLM Explanations for Generation Tasks
Marvin Limpijankit
Yanda Chen
Melanie Subbiah
Nicholas Deas
Kathleen McKeown
LRM
214
1
0
27 May 2025
Pretrained LLMs Learn Multiple Types of Uncertainty
Pretrained LLMs Learn Multiple Types of Uncertainty
Roi Cohen
Omri Fahn
Gerard de Melo
308
1
0
27 May 2025
Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework
Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced FrameworkApplied Sciences (AS), 2025
Saman Marandi
Yu-Shu Hu
Mohammad Modarres
71
0
0
27 May 2025
SV-TrustEval-C: Evaluating Structure and Semantic Reasoning in Large Language Models for Source Code Vulnerability Analysis
SV-TrustEval-C: Evaluating Structure and Semantic Reasoning in Large Language Models for Source Code Vulnerability AnalysisIEEE Symposium on Security and Privacy (S&P), 2025
Yansong Li
Paula Branco
Alexander M. Hoole
Manish Marwah
Hari Manassery Koduvely
Guy-Vincent Jourdan
Stephan Jou
ELMLRM
172
8
0
27 May 2025
TeroSeek: An AI-Powered Knowledge Base and Retrieval Generation Platform for Terpenoid Research
TeroSeek: An AI-Powered Knowledge Base and Retrieval Generation Platform for Terpenoid Research
Xu Kang
Siqi Jiang
Kangwei Xu
Jiahao Li
Ruibo Wu
RALM
128
0
0
27 May 2025
Task Memory Engine: Spatial Memory for Robust Multi-Step LLM Agents
Task Memory Engine: Spatial Memory for Robust Multi-Step LLM Agents
Ye Ye
LLMAGKELM
185
4
0
26 May 2025
Enhancing Visual Reliance in Text Generation: A Bayesian Perspective on Mitigating Hallucination in Large Vision-Language Models
Enhancing Visual Reliance in Text Generation: A Bayesian Perspective on Mitigating Hallucination in Large Vision-Language Models
Nanxing Hu
Xiaoyue Duan
Jinchao Zhang
Guoliang Kang
MLLM
312
2
0
26 May 2025
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge Tracing
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge Tracing
Rui Li
Quanyu Dai
Zeyu Zhang
X. Chen
Zhenhua Dong
Ji-Rong Wen
RALM
240
3
0
26 May 2025
Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects
Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects
Yixin Cui
Haotian Lin
Shuo Yang
Yixiao Wang
Yanjun Huang
Hong Chen
LM&RoLRMELM
360
6
0
26 May 2025
Deconstructing Obfuscation: A four-dimensional framework for evaluating Large Language Models assembly code deobfuscation capabilities
Deconstructing Obfuscation: A four-dimensional framework for evaluating Large Language Models assembly code deobfuscation capabilities
Anton Tkachenko
Dmitrij Suskevic
Benjamin Adolphi
299
1
0
26 May 2025
GUARDIAN: Safeguarding LLM Multi-Agent Collaborations with Temporal Graph Modeling
GUARDIAN: Safeguarding LLM Multi-Agent Collaborations with Temporal Graph Modeling
Jialong Zhou
L. Wang
Xiao Yang
LLMAG
372
9
0
25 May 2025
Conversational Exploration of Literature Landscape with LitChat
Conversational Exploration of Literature Landscape with LitChatInternational Joint Conference on Artificial Intelligence (IJCAI), 2024
Mingyu Huang
Shasha Zhou
Yuxuan Chen
Ke Li
LM&MA
167
0
0
25 May 2025
Reality Check: A New Evaluation Ecosystem Is Necessary to Understand AI's Real World Effects
Reality Check: A New Evaluation Ecosystem Is Necessary to Understand AI's Real World Effects
Reva Schwartz
Rumman Chowdhury
Akash Kundu
Heather Frase
Marzieh Fadaee
...
Andrew Thompson
Maya Carlyle
Qinghua Lu
Matthew Holmes
Theodora Skeadas
371
7
0
24 May 2025
Response Uncertainty and Probe Modeling: Two Sides of the Same Coin in LLM Interpretability?
Response Uncertainty and Probe Modeling: Two Sides of the Same Coin in LLM Interpretability?
Yongjie Wang
Yibo Wang
Xin Zhou
Zhiqi Shen
217
1
0
24 May 2025
REGen: Multimodal Retrieval-Embedded Generation for Long-to-Short Video Editing
REGen: Multimodal Retrieval-Embedded Generation for Long-to-Short Video Editing
Weihan Xu
Yimeng Ma
Jingyue Huang
Yang Li
Wenye Ma
Taylor Berg-Kirkpatrick
Julian McAuley
Paul Pu Liang
Hao-Wen Dong
DiffMVGen
340
1
0
24 May 2025
Benchmarking and Rethinking Knowledge Editing for Large Language Models
Benchmarking and Rethinking Knowledge Editing for Large Language Models
Guoxiu He
Xin Song
Futing Wang
Aixin Sun
KELM
226
0
0
24 May 2025
Do You Keep an Eye on What I Ask? Mitigating Multimodal Hallucination via Attention-Guided Ensemble Decoding
Do You Keep an Eye on What I Ask? Mitigating Multimodal Hallucination via Attention-Guided Ensemble DecodingInternational Conference on Learning Representations (ICLR), 2025
Yeongjae Cho
Keonwoo Kim
Taebaek Hwang
Sungzoon Cho
309
5
0
23 May 2025
Discovering Forbidden Topics in Language Models
Discovering Forbidden Topics in Language Models
Can Rager
Chris Wendler
Rohit Gandikota
David Bau
351
4
0
23 May 2025
Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding
Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal DecodingComputer Vision and Pattern Recognition (CVPR), 2025
Feilong Tang
Chengzhi Liu
Zhongxing Xu
Ming Hu
Zelin Peng
...
Minquan Lin
Yifan Peng
Xuelian Cheng
Imran Razzak
Zongyuan Ge
303
20
0
22 May 2025
LLM-Powered AI Agent Systems and Their Applications in Industry
LLM-Powered AI Agent Systems and Their Applications in Industry
Guannan Liang
Qianqian Tong
LLMAGLM&Ro
334
15
0
22 May 2025
Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs
Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs
Zeyu Wei
Shuo Wang
Xiaohui Rong
Xuemin Liu
He Li
HILM
168
9
0
22 May 2025
Advancing the Scientific Method with Large Language Models: From Hypothesis to Discovery
Advancing the Scientific Method with Large Language Models: From Hypothesis to Discovery
Yanbo Zhang
S. Khan
Adnan Mahmud
Huck Yang
Alexander Lavin
...
James A. Evans
Alan R. Bundy
Jannis Brugger
Jesper Tegner
Hector Zenil
LM&MA
405
6
0
22 May 2025
Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learning
Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learning
Shuzheng Si
Haozhe Zhao
Cheng Gao
Yuzhuo Bai
Zhitong Wang
...
Gang Chen
Fanchao Qi
Minjia Zhang
Baobao Chang
Maosong Sun
SyDaHILM
314
4
0
22 May 2025
GPT Editors, Not Authors: The Stylistic Footprint of LLMs in Academic Preprints
Soren DeHaan
Yuanze Liu
Johan Bollen
Saúl A. Blanco
DeLMO
226
1
0
22 May 2025
Boost Post-Training Quantization via Null Space Optimization for Large Language Models
Boost Post-Training Quantization via Null Space Optimization for Large Language Models
Jiaqi Zhao
Miao Zhang
Deng Xiang
Liqiang Nie
Weili Guan
L. Nie
MQ
209
0
0
21 May 2025
Exploring LLM-Generated Feedback for Economics Essays: How Teaching Assistants Evaluate and Envision Its Use
Exploring LLM-Generated Feedback for Economics Essays: How Teaching Assistants Evaluate and Envision Its UseInternational Conference on Artificial Intelligence in Education (AIED), 2025
Xinyi Lu
Aditya Mahesh
Zejia Shen
Mitchell Dudley
Larissa Sano
Xu Wang
220
1
0
21 May 2025
Learning Interpretable Representations Leads to Semantically Faithful EEG-to-Text Generation
Learning Interpretable Representations Leads to Semantically Faithful EEG-to-Text Generation
Xiaozhao Liu
Dinggang Shen
Xihui Liu
322
1
0
21 May 2025
The Evolution of Alpha in Finance Harnessing Human Insight and LLM Agents
The Evolution of Alpha in Finance Harnessing Human Insight and LLM Agents
Mohammad Rubyet Islam
AIFin
263
4
0
20 May 2025
Chain-of-Thought Driven Adversarial Scenario Extrapolation for Robust Language Models
Chain-of-Thought Driven Adversarial Scenario Extrapolation for Robust Language Models
Md Rafi Ur Rashid
Vishnu Asutosh Dasu
Ye Wang
Gang Tan
Shagufta Mehnaz
AAMLELM
412
0
0
20 May 2025
Reasoning BO: Enhancing Bayesian Optimization with Long-Context Reasoning Power of LLMs
Reasoning BO: Enhancing Bayesian Optimization with Long-Context Reasoning Power of LLMs
Zhuo Yang
Lingli Ge
Lingli Ge
Haiwen Huang
Tao XU
Yuqiang Li
350
1
0
19 May 2025
Calm-Whisper: Reduce Whisper Hallucination On Non-Speech By Calming Crazy Heads Down
Calm-Whisper: Reduce Whisper Hallucination On Non-Speech By Calming Crazy Heads Down
Yingzhi Wang
Anas Alhmoud
Saad Alsahly
Muhammad Alqurishi
Mirco Ravanelli
229
1
0
19 May 2025
Improving LLM Outputs Against Jailbreak Attacks with Expert Model Integration
Improving LLM Outputs Against Jailbreak Attacks with Expert Model IntegrationIEEE Access (IEEE Access), 2025
Tatia Tsmindashvili
Ana Kolkhidashvili
Dachi Kurtskhalia
Nino Maghlakelidze
Elene Mekvabishvili
Guram Dentoshvili
Orkhan Shamilov
Zaal Gachechiladze
Steven Saporta
David Dachi Choladze
544
0
0
18 May 2025
Mitigating Hallucinations via Inter-Layer Consistency Aggregation in Large Vision-Language Models
Mitigating Hallucinations via Inter-Layer Consistency Aggregation in Large Vision-Language Models
Kai Tang
Jinhao You
Xiuqi Ge
Hanze Li
Yichen Guo
Xiande Huang
MLLM
484
3
0
18 May 2025
BARREL: Boundary-Aware Reasoning for Factual and Reliable LRMs
BARREL: Boundary-Aware Reasoning for Factual and Reliable LRMs
Junxiao Yang
Jinzhe Tu
Haoran Liu
Xiaoce Wang
Chujie Zheng
...
Caishun Chen
Tiantian He
Hongning Wang
Yew-Soon Ong
Shiyu Huang
LRM
271
4
0
18 May 2025
PoisonArena: Uncovering Competing Poisoning Attacks in Retrieval-Augmented Generation
PoisonArena: Uncovering Competing Poisoning Attacks in Retrieval-Augmented Generation
Liuji Chen
Xiaofang Yang
Yuanzhuo Lu
Jinghao Zhang
Xin Sun
Sihan Yang
Shu Wu
Jing Dong
Shu Wu
AAML
512
1
0
18 May 2025
Latent Veracity Inference for Identifying Errors in Stepwise Reasoning
Latent Veracity Inference for Identifying Errors in Stepwise Reasoning
Minsu Kim
Jean-Pierre Falet
Oliver E. Richardson
Xiaoyin Chen
Moksh Jain
Sungjin Ahn
Sungsoo Ahn
Yoshua Bengio
KELMReLMLRM
413
1
0
17 May 2025
AI-enhanced semantic feature norms for 786 concepts
AI-enhanced semantic feature norms for 786 concepts
Siddharth Suresh
Kushin Mukherjee
Tyler Giallanza
Xizheng Yu
Mia Patil
Jonathan Cohen
Timothy T. Rogers
198
1
0
15 May 2025
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
RALM3DV
278
4
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
Jun Yan
Zhibo Zhang
276
1
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 teenagersInternational Journal of Human-Computer Interaction (IJHCI), 2024
Alba María Mármol-Romero
Manuel García-Vega
Miguel Ángel García-Cumbreras
Arturo Montejo-Ráez
207
5
0
09 May 2025
Characterizing the Robustness of Black-Box LLM Planners Under Perturbed Observations with Adaptive Stress Testing
Characterizing the Robustness of Black-Box LLM Planners Under Perturbed Observations with Adaptive Stress Testing
Neeloy Chakraborty
John Pohovey
Melkior Ornik
Katherine Driggs-Campbell
357
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
327
6
0
08 May 2025
MARK: Memory Augmented Refinement of Knowledge
MARK: Memory Augmented Refinement of Knowledge
Anish Ganguli
Prabal Deb
Debleena Banerjee
CLL
366
4
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
244
2
0
08 May 2025
ZeroSearch: Incentivize the Search Capability of LLMs without Searching
ZeroSearch: Incentivize the Search Capability of LLMs without Searching
Hao Sun
Zile Qiao
Jiayan Guo
Xuanbo Fan
Yingyan Hou
Yong Jiang
Pengjun Xie
Yan Zhang
Fei Huang
Jingren Zhou
OffRL
504
94
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
249
1
0
06 May 2025
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation
Knowledge Graphs for Enhancing Large Language Models in Entity DisambiguationInternational Workshop on the Semantic Web (SW), 2025
Gerard Pons
Besim Bilalli
Anna Queralt
401
5
0
05 May 2025
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