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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
    HILMLRM
ArXiv (abs)PDFHTML

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

50 / 290 papers shown
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
Shijie Huang
...
Kun Wang
Yong Liu
Jing Shao
Hui Xiong
Xuming Hu
LRM
426
51
0
03 Dec 2024
R-Bot: An LLM-based Query Rewrite System
R-Bot: An LLM-based Query Rewrite SystemProceedings of the VLDB Endowment (PVLDB), 2024
Zhaoyan Sun
Xuanhe Zhou
Guoliang Li
Xiang Yu
Jianhua Feng
Yong Zhang
304
16
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
Yuan Liu
Yifei Gao
Jitao Sang
MLLM
487
10
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
Vasu Sharma
A. Sheth
A. Das
VLMMLLM
453
3
0
16 Nov 2024
NeurIPS 2023 Competition: Privacy Preserving Federated Learning Document VQA
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
376
1
0
06 Nov 2024
Diagnosing Medical Datasets with Training Dynamics
Diagnosing Medical Datasets with Training Dynamics
Laura Wenderoth
131
0
0
03 Nov 2024
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
338
6
0
03 Nov 2024
Generative AI for Accessible and Inclusive Extended Reality
Generative AI for Accessible and Inclusive Extended Reality
Jens Grubert
Junlong Chen
Per Ola Kristensson
228
3
0
31 Oct 2024
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
Michael Lam
Kevin Zhu
HILM
110
3
0
25 Oct 2024
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate
  Hallucinations
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations
Aryo Pradipta Gema
Chen Jin
Ahmed Abdulaal
Tom Diethe
Philip Teare
Beatrice Alex
Pasquale Minervini
Amrutha Saseendran
284
12
0
24 Oct 2024
Multilingual Hallucination Gaps in Large Language Models
Multilingual Hallucination Gaps in Large Language Models
Cléa Chataigner
Afaf Taik
G. Farnadi
HILMLRM
146
6
0
23 Oct 2024
RAC: Efficient LLM Factuality Correction with Retrieval Augmentation
RAC: Efficient LLM Factuality Correction with Retrieval Augmentation
Changmao Li
Jeffrey Flanigan
KELMLRM
256
5
0
21 Oct 2024
Hallucination Detox: Sensitivity Dropout (SenD) for Large Language Model Training
Hallucination Detox: Sensitivity Dropout (SenD) for Large Language Model TrainingAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Shahrad Mohammadzadeh
Juan D. Guerra
Marco Bonizzato
Reihaneh Rabbany
Golnoosh Farnadi
HILM
407
0
0
20 Oct 2024
A Large Language Model-Driven Reward Design Framework via Dynamic
  Feedback for Reinforcement Learning
A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement LearningKnowledge-Based Systems (KBS), 2024
Shengjie Sun
Runze Liu
Jiafei Lyu
J. Yang
L. Zhang
Xiu Li
LRM
246
21
0
18 Oct 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning
Paths-over-Graph: Knowledge Graph Empowered Large Language Model ReasoningThe Web Conference (WWW), 2024
Xingyu Tan
Xiaoyang Wang
Qing Liu
Xiwei Xu
Xin Yuan
Wenjie Zhang
LRM
492
51
0
18 Oct 2024
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LLM-Human Pipeline for Cultural Context Grounding of Conversations
Rajkumar Pujari
Dan Goldwasser
265
2
0
17 Oct 2024
KcMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs
KcMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs
Yongqin Xu
Huan Li
Ke Chen
Lidan Shou
378
7
0
16 Oct 2024
A Theoretical Survey on Foundation Models
A Theoretical Survey on Foundation Models
Shi Fu
Yuzhu Chen
Yingjie Wang
Dacheng Tao
304
0
0
15 Oct 2024
Search Engines in an AI Era: The False Promise of Factual and Verifiable
  Source-Cited Responses
Search Engines in an AI Era: The False Promise of Factual and Verifiable Source-Cited Responses
Pranav Narayanan Venkit
Philippe Laban
Yilun Zhou
Yixin Mao
Chien-Sheng Wu
ELM
248
15
0
15 Oct 2024
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
MLLM can see? Dynamic Correction Decoding for Hallucination MitigationInternational Conference on Learning Representations (ICLR), 2024
Chenxi Wang
Xiang Chen
Ningyu Zhang
Bozhong Tian
Haoming Xu
Shumin Deng
Ningyu Zhang
MLLMLRM
790
49
0
15 Oct 2024
Measuring the Inconsistency of Large Language Models in Preferential
  Ranking
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Xiutian Zhao
Ke Wang
Wei Peng
142
15
0
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Measuring the Groundedness of Legal Question-Answering Systems
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Dietrich Trautmann
Natalia Ostapuk
Quentin Grail
Adrian Alan Pol
Guglielmo Bonifazi
Shang Gao
Martin Gajek
HILMAILawELM
141
2
0
11 Oct 2024
MKGL: Mastery of a Three-Word Language
MKGL: Mastery of a Three-Word LanguageNeural Information Processing Systems (NeurIPS), 2024
Lingbing Guo
Zhongpu Bo
Zhuo Chen
Yichi Zhang
Jiaoyan Chen
...
Yangyifei Luo
Qian Li
Qiang Zhang
Wen Zhang
Huajun Chen
222
12
0
10 Oct 2024
Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models
Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language ModelsInternational Conference on Learning Representations (ICLR), 2024
Qingni Wang
Tiantian Geng
Zhiyuan Wang
Teng Wang
Bo Fu
Feng Zheng
481
13
0
10 Oct 2024
Retrieving, Rethinking and Revising: The Chain-of-Verification Can
  Improve Retrieval Augmented Generation
Retrieving, Rethinking and Revising: The Chain-of-Verification Can Improve Retrieval Augmented GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Bolei He
Nuo Chen
Xinran He
Lingyong Yan
Zhenkai Wei
Jinchang Luo
Zhen-Hua Ling
RALMLRM
145
15
0
08 Oct 2024
Grounding Large Language Models In Embodied Environment With Imperfect
  World Models
Grounding Large Language Models In Embodied Environment With Imperfect World Models
Haolan Liu
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LLMAGSyDaAI4CE
243
2
0
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FactCheckmate: Preemptively Detecting and Mitigating Hallucinations in LMs
FactCheckmate: Preemptively Detecting and Mitigating Hallucinations in LMs
Deema Alnuhait
Neeraja Kirtane
Muhammad Khalifa
Hao Peng
LRMHILM
378
7
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03 Oct 2024
MedHalu: Hallucinations in Responses to Healthcare Queries by Large Language Models
MedHalu: Hallucinations in Responses to Healthcare Queries by Large Language ModelsSocial Science Research Network (SSRN), 2025
Vibhor Agarwal
Yiqiao Jin
Mohit Chandra
M. D. Choudhury
Srijan Kumar
Nishanth R. Sastry
HILMLM&MA
359
22
0
29 Sep 2024
MultiTalk: Introspective and Extrospective Dialogue for
  Human-Environment-LLM Alignment
MultiTalk: Introspective and Extrospective Dialogue for Human-Environment-LLM AlignmentIEEE International Conference on Robotics and Automation (ICRA), 2024
Venkata Naren Devarakonda
Ali Umut Kaypak
Shuaihang Yuan
Prashanth Krishnamurthy
Yi Fang
Farshad Khorrami
LLMAG
196
1
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24 Sep 2024
SwiftDossier: Tailored Automatic Dossier for Drug Discovery with LLMs
  and Agents
SwiftDossier: Tailored Automatic Dossier for Drug Discovery with LLMs and Agents
Gabriele Fossi
Youssef Boulaimen
Leila Outemzabet
Nathalie Jeanray
Stephane Gerart
Sebastien Vachenc
Joanna Giemza
Salvatore Raieli
214
4
0
24 Sep 2024
Past Meets Present: Creating Historical Analogy with Large Language Models
Past Meets Present: Creating Historical Analogy with Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Nianqi Li
Siyu Yuan
Jiangjie Chen
Jiaqing Liang
Feng Wei
Zujie Liang
Deqing Yang
Yanghua Xiao
321
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0
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Manipulation Facing Threats: Evaluating Physical Vulnerabilities in End-to-End Vision Language Action Models
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Hao Cheng
Erjia Xiao
Chengyuan Yu
Zhao Yao
Mengshu Sun
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Juil Sock
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AAML
529
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20 Sep 2024
Exploring LLMs for Malware Detection: Review, Framework Design, and
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Jamal N. Al-Karaki
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Marwan Omar
236
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Logically Consistent Language Models via Neuro-Symbolic Integration
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Diego Calanzone
Stefano Teso
Antonio Vergari
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307
14
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09 Sep 2024
CLUE: Concept-Level Uncertainty Estimation for Large Language Models
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Yu-Hsiang Wang
Andrew Bai
Che-Ping Tsai
Cho-Jui Hsieh
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190
3
0
04 Sep 2024
Enhancing Event Reasoning in Large Language Models through Instruction
  Fine-Tuning with Semantic Causal Graphs
Enhancing Event Reasoning in Large Language Models through Instruction Fine-Tuning with Semantic Causal Graphs
Mazal Bethany
Emet Bethany
Brandon Wherry
Cho-Yu Chiang
Nishant Vishwamitra
Anthony Rios
Peyman Najafirad
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300
1
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Mischa de Costa
Issam Hammad
Daniel Lau
190
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Genetic Approach to Mitigate Hallucination in Generative IR
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Hrishikesh Kulkarni
Nazli Goharian
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Sean MacAvaney
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150
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Towards a Generative Approach for Emotion Detection and Reasoning
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213
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On the Limitations and Prospects of Machine Unlearning for Generative AI
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ComPeer: A Generative Conversational Agent for Proactive Peer Support
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Hongzheng Zhao
Yuheng Liu
Xingbo Wang
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288
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HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal
  Reasoning
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Zhecan Wang
Garrett Bingham
Adams Wei Yu
Quoc V. Le
Thang Luong
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MLLMLRM
373
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XAI meets LLMs: A Survey of the Relation between Explainable AI and
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Navid Nobani
Andrea Seveso
330
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I Need Help! Evaluating LLM's Ability to Ask for Users' Support: A Case
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Large Language Models as Biomedical Hypothesis Generators: A
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Knowledge Overshadowing Causes Amalgamated Hallucination in Large
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