v1v2 (latest)

Sources of Hallucination by Large Language Models on Inference Tasks

23 May 2023

Nick McKenna

Tianyi Li

Liang Cheng

Mohammad Javad Hosseini

Papers citing "Sources of Hallucination by Large Language Models on Inference Tasks"

27 / 27 papers shown

Title
Conformal Prediction Beyond the Seen: A Missing Mass Perspective for Uncertainty Quantification in Generative Models Sima Noorani Shayan Kiyani George Pappas Hamed Hassani 35 0 0 05 Jun 2025
Read Your Own Mind: Reasoning Helps Surface Self-Confidence Signals in LLMs Jakub Podolak Rajeev Verma ReLM LRM 17 0 0 28 May 2025
Stochastic Chameleons: Irrelevant Context Hallucinations Reveal Class-Based (Mis)Generalization in LLMs Ziling Cheng Meng Cao Marc-Antoine Rondeau Jackie Chi Kit Cheung LRM 46 1 0 28 May 2025
LLMs are Frequency Pattern Learners in Natural Language Inference Liang Cheng Zhaowei Wang Mark Steedman 34 0 0 27 May 2025
Benchmarking and Pushing the Multi-Bias Elimination Boundary of LLMs via Causal Effect Estimation-guided Debiasing Zhouhao Sun Zhiyuan Kan Xiao Ding Li Du Yang Zhao Bing Qin Ting Liu 101 0 0 22 May 2025
Exploring the Role of Knowledge Graph-Based RAG in Japanese Medical Question Answering with Small-Scale LLMs Yingjian Chen Feiyang Li Xingyu Song Tianxiao Li Zixin Xu Xiujie Chen Issey Sukeda Irene Li 129 0 0 15 Apr 2025
GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments Enjun Du Miao Hu Tian Jin Zhihan Zhang Rong-Hua Li Guoren Wang 121 4 0 01 Apr 2025
GraphCheck: Breaking Long-Term Text Barriers with Extracted Knowledge Graph-Powered Fact-Checking Yingjian Chen Haoran Liu Yinhong Liu Rui Yang Han Yuan ... Pengyuan Zhou Peng Yuan Zhou Qingyu Chen James Caverlee Irene Li HILM 133 0 0 23 Feb 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Min Zhang LM&MA AILaw 228 176 0 28 Jan 2025
Reasoning-Oriented and Analogy-Based Methods for Locating and Editing in Zero-Shot Event-Relational Reasoning Jingyao Tang Lishuang Li Liteng Mi Haiming Wu Hongbin Lu KELM 106 0 0 03 Jan 2025
Bridging the Visual Gap: Fine-Tuning Multimodal Models with Knowledge-Adapted Captions Moran Yanuka Assaf Ben-Kish Yonatan Bitton Idan Szpektor Raja Giryes VLM 149 3 0 13 Nov 2024
AI-LieDar: Examine the Trade-off Between Utility and Truthfulness in LLM Agents Zhe Su Xuhui Zhou Sanketh Rangreji Anubha Kabra Julia Mendelsohn Faeze Brahman Maarten Sap LLMAG 185 7 0 13 Sep 2024
DataGen: Unified Synthetic Dataset Generation via Large Language Models Yue Huang Siyuan Wu Chujie Gao Dongping Chen Qihui Zhang ... Tianyi Zhou Xiangliang Zhang Jianfeng Gao Chaowei Xiao Lichao Sun SyDa 116 20 0 27 Jun 2024
Using Large Language Models for Humanitarian Frontline Negotiation: Opportunities and Considerations Zilin Ma Susannah Su Su Nathan Zhao Linn Bieske ... Boxiang Wang Jinglun Gao Zihan Wen Claude Bruderlein Weiwei Pan 30 0 0 30 May 2024
Improving the Capabilities of Large Language Model Based Marketing Analytics Copilots With Semantic Search And Fine-Tuning Yilin Gao Arava Sai Kumar Yancheng Li James W. Snyder AI4MH 104 2 0 16 Apr 2024
Know When To Stop: A Study of Semantic Drift in Text Generation Ava Spataru Eric Hambro Elena Voita Nicola Cancedda 56 3 0 08 Apr 2024
Large Language Models: A Survey Shervin Minaee Tomas Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 244 425 0 09 Feb 2024
Can Large Language Model Summarizers Adapt to Diverse Scientific Communication Goals? Marcio Fonseca Shay B. Cohen 85 12 0 18 Jan 2024
LLM-Assist: Enhancing Closed-Loop Planning with Language-Based Reasoning S. P. Sharan Francesco Pittaluga G. VijayKumarB. Manmohan Chandraker LRM 124 55 0 30 Dec 2023
Artificial Neural Nets and the Representation of Human Concepts Timo Freiesleben NAI 74 1 0 08 Dec 2023
Improving the Reliability of Large Language Models by Leveraging Uncertainty-Aware In-Context Learning Yuchen Yang Houqiang Li Yanfeng Wang Yu Wang 75 25 0 07 Oct 2023
Foundation Metrics for Evaluating Effectiveness of Healthcare Conversations Powered by Generative AI Mahyar Abbasian Elahe Khatibi Iman Azimi David Oniani Zahra Shakeri Hossein Abad ... Bryant Lin Olivier Gevaert Li-Jia Li Ramesh C. Jain Amir M. Rahmani LM&MA ELM AI4MH 136 75 0 21 Sep 2023
Reasoning about the Unseen for Efficient Outdoor Object Navigation Quanting Xie Tianyi Zhang Kedi Xu Matthew Johnson-Roberson Yonatan Bisk LRM 104 11 0 18 Sep 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 120 81 0 13 Sep 2023
Sparks of Large Audio Models: A Survey and Outlook S. Latif Moazzam Shoukat Fahad Shamshad Muhammad Usama Yi Ren ... Wenwu Wang Xulong Zhang Roberto Togneri Min Zhang Björn W. Schuller LM&MA AuLLM 188 39 0 24 Aug 2023
MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots Gelei Deng Yi Liu Yuekang Li Kailong Wang Ying Zhang Zefeng Li Haoyu Wang Tianwei Zhang Yang Liu SILM 91 135 0 16 Jul 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 171 348 0 05 Jul 2023