A Survey of Hallucination in Large Foundation Models

12 September 2023

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

50 / 233 papers shown

Title
Does GPT Really Get It? A Hierarchical Scale to Quantify Human vs AI's Understanding of Algorithms Mirabel Reid Santosh Vempala ELM 35 0 0 20 Jun 2024
Large Language Models are Skeptics: False Negative Problem of Input-conflicting Hallucination Jongyoon Song Sangwon Yu Sungroh Yoon HILM 21 3 0 20 Jun 2024
IoT-Based Preventive Mental Health Using Knowledge Graphs and Standards for Better Well-Being A. Gyrard Seyedali Mohammadi Manas Gaur Antonio Kung AI4MH 31 1 0 19 Jun 2024
TourLLM: Enhancing LLMs with Tourism Knowledge Qikai Wei Mingzhi Yang Jinqiang Wang Wenwei Mao Jiabo Xu Huansheng Ning 24 4 0 18 Jun 2024
Small Agent Can Also Rock! Empowering Small Language Models as Hallucination Detector Xiaoxue Cheng Junyi Li Wayne Xin Zhao Hongzhi Zhang Fuzheng Zhang Di Zhang Kun Gai Ji-Rong Wen HILM LLMAG 14 7 0 17 Jun 2024
DefAn: Definitive Answer Dataset for LLMs Hallucination Evaluation A. B. M. A. Rahman Saeed Anwar Muhammad Usman Ajmal Mian HILM 20 0 0 13 Jun 2024
Understanding Sounds, Missing the Questions: The Challenge of Object Hallucination in Large Audio-Language Models Chun-Yi Kuan Wei-Ping Huang Hung-yi Lee AuLLM 17 1 0 12 Jun 2024
Survey for Landing Generative AI in Social and E-commerce Recsys -- the Industry Perspectives Da Xu Danqing Zhang Guangyu Yang Bo Yang Shuyuan Xu Lingling Zheng Cindy Liang 14 1 0 10 Jun 2024
ComplexTempQA: A Large-Scale Dataset for Complex Temporal Question Answering Raphael Gruber Abdelrahman Abdallah Michael Färber Adam Jatowt 22 4 0 07 Jun 2024
LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-Answering Harry Li G. Appleby Ashley Suh 27 1 0 07 Jun 2024
A Survey of Language-Based Communication in Robotics William Hunt Sarvapali D. Ramchurn Mohammad D. Soorati LM&Ro 41 11 0 06 Jun 2024
RATT: A Thought Structure for Coherent and Correct LLM Reasoning Jinghan Zhang Xiting Wang Weijieying Ren Lu Jiang Dongjie Wang Kunpeng Liu LRM 32 8 0 04 Jun 2024
CheckEmbed: Effective Verification of LLM Solutions to Open-Ended Tasks Maciej Besta Lorenzo Paleari Aleš Kubíček Piotr Nyczyk Robert Gerstenberger Patrick Iff Tomasz Lehmann H. Niewiadomski Torsten Hoefler 45 5 0 04 Jun 2024
Diver: Large Language Model Decoding with Span-Level Mutual Information Verification Jinliang Lu Chen Wang Jiajun Zhang 48 2 0 04 Jun 2024
LACIE: Listener-Aware Finetuning for Confidence Calibration in Large Language Models Elias Stengel-Eskin Peter Hase Mohit Bansal 22 4 0 31 May 2024
SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales Tianyang Xu Shujin Wu Shizhe Diao Xiaoze Liu Xingyao Wang Yangyi Chen Jing Gao LRM 19 5 0 31 May 2024
Typography Leads Semantic Diversifying: Amplifying Adversarial Transferability across Multimodal Large Language Models Hao-Ran Cheng Erjia Xiao Jiahang Cao Le Yang Kaidi Xu Jindong Gu Renjing Xu AAML 45 7 0 30 May 2024
Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts Chunjing Gan Dan Yang Binbin Hu Hanxiao Zhang Siyuan Li ... Lin Ju Zhiqiang Zhang Jinjie Gu Lei Liang Jun Zhou 31 9 0 30 May 2024
Enhancing Zero-Shot Facial Expression Recognition by LLM Knowledge Transfer Zengqun Zhao Yu Cao Shaogang Gong Ioannis Patras 28 6 0 29 May 2024
Leveraging Logical Rules in Knowledge Editing: A Cherry on the Top Keyuan Cheng Muhammad Asif Ali Shu Yang Gang Lin Yuxuan Zhai Haoyang Fei Ke Xu Lu Yu Lijie Hu Di Wang KELM 21 7 0 24 May 2024
Tiny Refinements Elicit Resilience: Toward Efficient Prefix-Model Against LLM Red-Teaming Jiaxu Liu Xiangyu Yin Sihao Wu Jianhong Wang Meng Fang Xinping Yi Xiaowei Huang 16 4 0 21 May 2024
From Generalist to Specialist: Improving Large Language Models for Medical Physics Using ARCoT Jace Grandinetti R. Mcbeth AI4CE LRM LM&MA 24 0 0 17 May 2024
Navigating the Future of Federated Recommendation Systems with Foundation Models Zhiwei Li Guodong Long Chunxu Zhang Honglei Zhang Jing Jiang Chengqi Zhang 96 0 0 12 May 2024
ACORN: Aspect-wise Commonsense Reasoning Explanation Evaluation Ana Brassard Benjamin Heinzerling Keito Kudo Keisuke Sakaguchi Kentaro Inui LRM 27 0 0 08 May 2024
Question Suggestion for Conversational Shopping Assistants Using Product Metadata Nikhita Vedula Oleg Rokhlenko S. Malmasi 30 7 0 02 May 2024
Evaluating Consistency and Reasoning Capabilities of Large Language Models Yash Saxena Sarthak Chopra Arunendra Mani Tripathi ELM LRM 23 5 0 25 Apr 2024
Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities Xiaomin Yu Yezhaohui Wang Yanfang Chen Zhen Tao Dinghao Xi Shichao Song Simin Niu Zhiyu Li 59 7 0 25 Apr 2024
Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach Linyu Liu Yu Pan Xiaocheng Li Guanting Chen 17 19 0 24 Apr 2024
KS-LLM: Knowledge Selection of Large Language Models with Evidence Document for Question Answering Xinxin Zheng Feihu Che Jinyang Wu Shuai Zhang Shuai Nie Kang Liu Jianhua Tao RALM HILM 19 3 0 24 Apr 2024
Vision Beyond Boundaries: An Initial Design Space of Domain-specific Large Vision Models in Human-robot Interaction Yuchong Zhang Yong Ma Danica Kragic VLM 22 4 0 23 Apr 2024
FINEMATCH: Aspect-based Fine-grained Image and Text Mismatch Detection and Correction Hang Hua Jing Shi Kushal Kafle Simon Jenni Daoan Zhang John Collomosse Scott D. Cohen Jiebo Luo CoGe VLM 31 9 0 23 Apr 2024
A Survey on the Memory Mechanism of Large Language Model based Agents Zeyu Zhang Xiaohe Bo Chen Ma Rui Li Xu Chen Quanyu Dai Jieming Zhu Zhenhua Dong Ji-Rong Wen LLMAG KELM 29 59 0 21 Apr 2024
Data Authenticity, Consent, & Provenance for AI are all broken: what will it take to fix them? Shayne Longpre Robert Mahari Naana Obeng-Marnu William Brannon Tobin South Katy Gero Sandy Pentland Jad Kabbara 38 5 0 19 Apr 2024
MiniCheck: Efficient Fact-Checking of LLMs on Grounding Documents Liyan Tang Philippe Laban Greg Durrett HILM SyDa 24 19 0 16 Apr 2024
Zero-shot Building Age Classification from Facade Image Using GPT-4 Zichao Zeng June Moh Goo Xinglei Wang Bin Chi Meihui Wang Jan Boehm VLM 16 2 0 15 Apr 2024
RiskLabs: Predicting Financial Risk Using Large Language Model based on Multimodal and Multi-Sources Data Yupeng Cao Zhi Chen Prashant Kumar Qingyun Pei Yangyang Yu Haohang Li Fabrizio Dimino Lorenzo Ausiello K. P. Subbalakshmi Papa Momar Ndiaye 16 0 0 11 Apr 2024
Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs Bowen Jin Chulin Xie Jiawei Zhang Kashob Kumar Roy Yu Zhang ... Ruirui Li Xianfeng Tang Suhang Wang Yu Meng Jiawei Han LRM RALM 39 36 0 10 Apr 2024
GoEX: Perspectives and Designs Towards a Runtime for Autonomous LLM Applications Shishir G. Patil Tianjun Zhang Vivian Fang Noppapon C Roy Huang Uc Berkeley Aaron Hao Martin Casado Joseph E. Gonzalez Raluca Ada Popa Ion Stoica ALM 21 9 0 10 Apr 2024
Know When To Stop: A Study of Semantic Drift in Text Generation Ava Spataru Eric Hambro Elena Voita Nicola Cancedda 18 3 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 27 3 0 06 Apr 2024
Multicalibration for Confidence Scoring in LLMs Gianluca Detommaso Martín Bertrán Riccardo Fogliato Aaron Roth 14 12 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 21 10 0 04 Apr 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions Yuting He Fuxiang Huang Xinrui Jiang Yuxiang Nie Minghao Wang Jiguang Wang Hao Chen LM&MA AI4CE 71 26 0 04 Apr 2024
A Preliminary Roadmap for LLMs as Assistants in Exploring, Analyzing, and Visualizing Knowledge Graphs Harry Li G. Appleby Ashley Suh 21 6 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 17 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 Xiaojin Fu Linqi Song LLMAG LRM 37 9 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 64 0 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 45 9 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 20 7 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 30 5 0 14 Mar 2024