A Survey of Hallucination in Large Foundation Models

12 September 2023

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

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Title
Know When To Stop: A Study of Semantic Drift in Text Generation Ava Spataru Eric Hambro Elena Voita Nicola Cancedda 193 8 0 08 Apr 2024
PoLLMgraph: Unraveling Hallucinations in Large Language Models via State Transition Dynamics Derui Zhu Dingfan Chen Qing Li Zongxiong Chen Lei Ma Jens Grossklags Mario Fritz HILM 178 18 0 06 Apr 2024
Multicalibration for Confidence Scoring in LLMs Gianluca Detommaso Martín Bertrán Riccardo Fogliato Aaron Roth 278 30 0 06 Apr 2024
Fakes of Varying Shades: How Warning Affects Human Perception and Engagement Regarding LLM Hallucinations Mahjabin Nahar Haeseung Seo Eun-Ju Lee Aiping Xiong Dongwon Lee HILM 229 20 0 04 Apr 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future DirectionsIEEE Reviews in Biomedical Engineering (RBME), 2024 Yuting He Fuxiang Huang Xinrui Jiang Yuxiang Nie Minghao Wang Jiguang Wang Hao Chen LM&MA AI4CE 299 88 0 04 Apr 2024
A Preliminary Roadmap for LLMs as Assistants in Exploring, Analyzing, and Visualizing Knowledge Graphs Harry Li G. Appleby Ashley Suh 215 11 0 01 Apr 2024
AILS-NTUA at SemEval-2024 Task 6: Efficient model tuning for hallucination detection and analysis Natalia Griogoriadou Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou VLM 171 0 0 01 Apr 2024
Learning From Correctness Without Prompting Makes LLM Efficient Reasoner Yuxuan Yao Han Wu Zhijiang Guo Biyan Zhou Jiahui Gao Sichun Luo Hanxu Hou Mingwen Liu Linqi Song LLMAG LRM 329 13 0 28 Mar 2024
UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction Xixuan Hao Wei Chen Yibo Yan Siru Zhong Kun Wang Qingsong Wen Yuxuan Liang VLM 317 1 0 25 Mar 2024
Hallucination Detection in Foundation Models for Decision-Making: A Flexible Definition and Review of the State of the Art Neeloy Chakraborty Melkior Ornik Katherine Driggs-Campbell LRM 412 27 0 25 Mar 2024
Bioinformatics and Biomedical Informatics with ChatGPT: Year One Review Jinge Wang Zien Cheng Qiuming Yao Li Liu Dong Xu Gangqing Hu LM&MA AI4CE 289 3 0 22 Mar 2024
XReal: Realistic Anatomy and Pathology-Aware X-ray Generation via Controllable Diffusion Model Anees Ur Rehman Hashmi Ibrahim Almakky Mohammad Areeb Qazi Santosh Sanjeev Vijay Ram Papineni Dwarikanath Mahapatra Mohammad Yaqub MedIm 170 12 0 14 Mar 2024
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation Zihao Wang Hoang Trung-Dung Haowei Lin Jiaqi Li Xiaojian Ma Yitao Liang ReLM RALM LRM 289 71 0 08 Mar 2024
ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language ModelsNeural Information Processing Systems (NeurIPS), 2024 Jio Oh Soyeon Kim Junseok Seo Yongfeng Zhang Ruochen Xu Xing Xie Steven Euijong Whang 172 11 0 08 Mar 2024
SnapNTell: Enhancing Entity-Centric Visual Question Answering with Retrieval Augmented Multimodal LLMConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Jielin Qiu Andrea Madotto Mohammad Kachuee Paul A. Crook Yongjun Xu Xin Luna Dong Christos Faloutsos Lei Li Babak Damavandi Seungwhan Moon 187 16 0 07 Mar 2024
Benchmarking Hallucination in Large Language Models based on Unanswerable Math Word Problem Yuhong Sun Zhangyue Yin Qipeng Guo Jiawen Wu Xipeng Qiu Hui Zhao 135 36 0 06 Mar 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara Frank Breitinger Mark Scanlon 418 23 0 29 Feb 2024
Visual Hallucinations of Multi-modal Large Language Models Wen Huang Hongbin Liu Minxin Guo Neil Zhenqiang Gong MLLM VLM 240 58 0 22 Feb 2024
AgentScope: A Flexible yet Robust Multi-Agent Platform Dawei Gao Zitao Li Xuchen Pan Weirui Kuang Zhijian Ma ... Chen Cheng Hongzhu Shi Yaliang Li Bolin Ding Jingren Zhou LLMAG 225 76 0 21 Feb 2024
Uncertainty Quantification for In-Context Learning of Large Language Models Chen Ling Xujiang Zhao Xuchao Zhang Wei Cheng Yanchi Liu ... Katsushi Matsuda Jie Ji Guangji Bai Bo Pan Haifeng Chen 234 33 0 15 Feb 2024
Understanding the Effects of Iterative Prompting on TruthfulnessInternational Conference on Machine Learning (ICML), 2024 Satyapriya Krishna Chirag Agarwal Himabindu Lakkaraju HILM 208 19 0 09 Feb 2024
An Interactive Agent Foundation Model Zane Durante Bidipta Sarkar Ran Gong Rohan Taori Yusuke Noda ... Katsushi Ikeuchi Fei-Fei Li Jianfeng Gao Naoki Wake Qiuyuan Huang LM&Ro AI4CE LLMAG 277 34 0 08 Feb 2024
Unified Hallucination Detection for Multimodal Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Xiang Chen Chenxi Wang Yida Xue Ningyu Zhang Xiaoyan Yang Qian Li Yue Shen Lei Liang Jinjie Gu Huajun Chen HILM 362 66 0 05 Feb 2024
Position: What Can Large Language Models Tell Us about Time Series Analysis Ming Jin Yifan Zhang Wei Chen Kexin Zhang Yuxuan Liang Bin Yang James Evans Shirui Pan Qingsong Wen AI4TS 214 47 0 05 Feb 2024
Factuality of Large Language Models in the Year 2024 Yuxia Wang Minghan Wang Muhammad Arslan Manzoor Fei Liu Georgi Georgiev Rocktim Jyoti Das Preslav Nakov LRM HILM 194 7 0 04 Feb 2024
Machine Unlearning in Large Language Models Kongyang Chen Zixin Wang Bing Mi Waixi Liu Shaowei Wang Xiaojun Ren Jiaxing Shen MU 196 20 0 03 Feb 2024
A Survey on Large Language Model Hallucination via a Creativity Perspective Xuhui Jiang Yuxing Tian Fengrui Hua Chengjin Xu Yuanzhuo Wang Jian Guo LRM 196 51 0 02 Feb 2024
PokeLLMon: A Human-Parity Agent for Pokemon Battles with Large Language Models Sihao Hu Tiansheng Huang Ling Liu LM&Ro LLMAG 203 15 0 02 Feb 2024
Propagation and Pitfalls: Reasoning-based Assessment of Knowledge Editing through Counterfactual Tasks Wenyue Hua Jiang Guo Mingwen Dong He Zhu Patrick Ng Zhiguo Wang KELM 254 23 0 31 Jan 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 518 25 0 30 Jan 2024
Large Multi-Modal Models (LMMs) as Universal Foundation Models for AI-Native Wireless Systems Shengzhe Xu Christo Kurisummoottil Thomas Omar Hashash Nikhil Muralidhar Walid Saad Naren Ramakrishnan 237 48 0 30 Jan 2024
SEER: Facilitating Structured Reasoning and Explanation via Reinforcement LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Guoxin Chen Kexin Tang Chao Yang Fuying Ye Yu Qiao Yiming Qian LRM 258 4 0 24 Jan 2024
Temporal Insight Enhancement: Mitigating Temporal Hallucination in Multimodal Large Language Models Li Sun Liuan Wang Jun Sun Takayuki Okatani MLLM 130 1 0 18 Jan 2024
Are self-explanations from Large Language Models faithful?Annual Meeting of the Association for Computational Linguistics (ACL), 2024 Andreas Madsen Sarath Chandar Siva Reddy LRM 325 61 0 15 Jan 2024
AntEval: Evaluation of Social Interaction Competencies in LLM-Driven Agents Yuanzhi Liang Linchao Zhu Yi Yang LLMAG 192 0 0 12 Jan 2024
DCR-Consistency: Divide-Conquer-Reasoning for Consistency Evaluation and Improvement of Large Language Models Wendi Cui Jiaxin Zhang Zhuohang Li Lopez Damien Kamalika Das Sricharan Kumar Kumar Sricharan 173 2 0 04 Jan 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Yi Xu AI4CE 253 33 0 04 Jan 2024
CharacterEval: A Chinese Benchmark for Role-Playing Conversational Agent EvaluationAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Quan Tu Shilong Fan Zihang Tian Rui Yan 402 112 0 02 Jan 2024
From Prompt Engineering to Prompt Science With Human in the LoopCommunications of the ACM (CACM), 2024 Chirag Shah 202 33 0 01 Jan 2024
RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Cheng Niu Yuanhao Wu Juno Zhu Siliang Xu Kashun Shum Randy Zhong Juntong Song Tong Zhang HILM 373 176 0 31 Dec 2023
Towards Message Brokers for Generative AI: Survey, Challenges, and Opportunities Alaa Saleh Roberto Morabito Sasu Tarkoma Susanna Pirttikangas Lauri Lovén 299 8 0 22 Dec 2023
Agent-based Learning of Materials Datasets from Scientific Literature Mehrad Ansari S. M. Moosavi AI4CE 149 19 0 18 Dec 2023
Let AI Entertain You: Increasing User Engagement with Generative AI and Rejection Sampling Jingying Zeng Jaewon Yang Waleed Malik Xiao Yan Richard Huang Qi He 119 2 0 16 Dec 2023
ProCoT: Stimulating Critical Thinking and Writing of Students through Engagement with Large Language Models (LLMs) Tosin Adewumi Lama Alkhaled Claudia Buck Sergio Hernandez Saga Brilioth M. Kekung Yelvin Ragimov Elisa Barney 171 9 0 15 Dec 2023
RJUA-QA: A Comprehensive QA Dataset for Urology Shiwei Lyu Chenfei Chi Hongbo Cai Lei Shi Xiaoyan Yang ... Xiaowei Ma Yue Shen Jinjie Gu Wei Xue Yiran Huang LM&MA 258 5 0 15 Dec 2023
Large language models in healthcare and medical domain: A review Zabir Al Nazi Wei Peng LM&MA 235 310 0 12 Dec 2023
HALO: An Ontology for Representing and Categorizing Hallucinations in Large Language Models Navapat Nananukul Mayank Kejriwal HILM 304 4 0 08 Dec 2023
Towards Knowledge-driven Autonomous Driving Xin Li Yeqi Bai Pinlong Cai Licheng Wen Daocheng Fu ... Yikang Li Ding Wang Yong-Jin Liu Xiaoling Wang Yu Qiao 371 35 0 07 Dec 2023
Physics simulation capabilities of LLMsPhysica Scripta (Phys. Scr.), 2023 M. Ali-Dib Kristen Menou ELM AI4CE 149 3 0 04 Dec 2023
D-Bot: Database Diagnosis System using Large Language ModelsProceedings of the VLDB Endowment (PVLDB), 2023 Xuanhe Zhou Guoliang Li Zhaoyan Sun Zhiyuan Liu Weize Chen Jianming Wu Jiesi Liu Ruohang Feng Guoyang Zeng LLMAG 186 32 0 03 Dec 2023

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A Survey of Hallucination in Large Foundation Models

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