Cognitive Mirage: A Review of Hallucinations in Large Language Models

13 September 2023

Papers citing "Cognitive Mirage: A Review of Hallucinations in Large Language Models"

50 / 71 papers shown

Title
Uncertainty-Aware Decoding with Minimum Bayes Risk Nico Daheim Clara Meister Thomas Möllenhoff Iryna Gurevych 53 0 0 07 Mar 2025
Towards Understanding Text Hallucination of Diffusion Models via Local Generation Bias Rui Lu Runzhe Wang Kaifeng Lyu Xitai Jiang Gao Huang Mengdi Wang DiffM 86 0 0 05 Mar 2025
On The Truthfulness of 'Surprisingly Likely' Responses of Large Language Models Naman Goel HILM 57 0 0 28 Jan 2025
LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation Ziyao Zhang Yanlin Wang Chong Wang Jiachi Chen Zibin Zheng 114 11 0 20 Jan 2025
Hallucination Detox: Sensitivity Dropout (SenD) for Large Language Model Training Shahrad Mohammadzadeh Juan David Guerra Marco Bonizzato Reihaneh Rabbany Golnoosh Farnadi HILM 49 0 0 08 Jan 2025
Evaluating LLMs Capabilities Towards Understanding Social Dynamics Anique Tahir Lu Cheng Manuel Sandoval Yasin N. Silva Deborah L. Hall Huan Liu 64 0 0 20 Nov 2024
DAWN: Designing Distributed Agents in a Worldwide Network Zahra Aminiranjbar Jianan Tang Qiudan Wang Shubha Pant Mahesh Viswanathan LLMAG AI4CE 23 1 0 11 Oct 2024
JurEE not Judges: safeguarding llm interactions with small, specialised Encoder Ensembles Dom Nasrabadi 24 1 0 11 Oct 2024
The Effects of Hallucinations in Synthetic Training Data for Relation Extraction Steven Rogulsky Nicholas Popovic Michael Färber HILM 23 1 0 10 Oct 2024
FactCheckmate: Preemptively Detecting and Mitigating Hallucinations in LMs Deema Alnuhait Neeraja Kirtane Muhammad Khalifa Hao Peng HILM LRM 34 2 0 03 Oct 2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" Yifei Ming Senthil Purushwalkam Shrey Pandit Zixuan Ke Xuan-Phi Nguyen Caiming Xiong Shafiq R. Joty HILM 110 16 0 30 Sep 2024
A Novel Idea Generation Tool using a Structured Conversational AI (CAI) System B. Sankar Dibakar Sen LLMAG LRM 29 4 0 09 Sep 2024
Blockchain for Large Language Model Security and Safety: A Holistic Survey Caleb Geren Amanda Board Gaby G. Dagher Tim Andersen Jun Zhuang 44 5 0 26 Jul 2024
Knowledge Overshadowing Causes Amalgamated Hallucination in Large Language Models Yuji Zhang Sha Li Jiateng Liu Pengfei Yu Yi Ren Fung Jing Li Manling Li Heng Ji 29 10 0 10 Jul 2024
Why does in-context learning fail sometimes? Evaluating in-context learning on open and closed questions Xiang Li Haoran Tang Siyu Chen Ziwei Wang Ryan Chen Marcin Abram LRM 29 1 0 02 Jul 2024
Automated Text Scoring in the Age of Generative AI for the GPU-poor C. Ormerod Alexander Kwako 38 2 0 02 Jul 2024
Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges Aman Singh Thakur Kartik Choudhary Venkat Srinik Ramayapally Sankaran Vaidyanathan Dieuwke Hupkes ELM ALM 45 55 0 18 Jun 2024
Understanding Hallucinations in Diffusion Models through Mode Interpolation Sumukh K. Aithal Pratyush Maini Zachary Chase Lipton J. Zico Kolter DiffM 38 18 0 13 Jun 2024
MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset Weiqi Wang Yangqiu Song LRM 35 8 0 04 Jun 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 29 27 0 31 May 2024
Data Augmentation for Text-based Person Retrieval Using Large Language Models Zheng Li Lijia Si Caili Guo Yang Yang Qiushi Cao 33 3 0 20 May 2024
THRONE: An Object-based Hallucination Benchmark for the Free-form Generations of Large Vision-Language Models Prannay Kaul Zhizhong Li Hao-Yu Yang Yonatan Dukler Ashwin Swaminathan C. Taylor Stefano Soatto HILM 43 15 0 08 May 2024
Extracting chemical food safety hazards from the scientific literature automatically using large language models Neris Özen Wenjuan Mu E. V. Asselt L. Bulk 26 1 0 01 May 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 34 105 0 21 Apr 2024
Large Language Models Meet User Interfaces: The Case of Provisioning Feedback Stanislav Pozdniakov Jonathan Brazil Solmaz Abdi Aneesha Bakharia Shazia Sadiq D. Gašević Paul Denny Hassan Khosravi ELM 29 13 0 17 Apr 2024
Multicalibration for Confidence Scoring in LLMs Gianluca Detommaso Martín Bertrán Riccardo Fogliato Aaron Roth 24 12 0 06 Apr 2024
Source-Aware Training Enables Knowledge Attribution in Language Models Muhammad Khalifa David Wadden Emma Strubell Honglak Lee Lu Wang Iz Beltagy Hao Peng HILM 34 14 0 01 Apr 2024
Recommendation of data-free class-incremental learning algorithms by simulating future data Eva Feillet Adrian Daniel Popescu C´eline Hudelot 35 0 0 26 Mar 2024
ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models Jio Oh Soyeon Kim Junseok Seo Jindong Wang Ruochen Xu Xing Xie Steven Euijong Whang 36 1 0 08 Mar 2024
Eternal Sunshine of the Mechanical Mind: The Irreconcilability of Machine Learning and the Right to be Forgotten Meem Arafat Manab MU 21 1 0 06 Mar 2024
AutoSAT: Automatically Optimize SAT Solvers via Large Language Models Yiwen Sun Xianyin Zhang Shiyu Huang Shaowei Cai Bing-Zhen Zhang Ke Wei 21 2 0 16 Feb 2024
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering Jiaxiang Liu Tong Zhou Yubo Chen Kang Liu Jun Zhao KELM 22 3 0 15 Feb 2024
Financial Report Chunking for Effective Retrieval Augmented Generation Antonio Jimeno-Yepes Yao You Jan Milczek Sebastian Laverde Renyu Li 34 20 0 05 Feb 2024
IllusionX: An LLM-powered mixed reality personal companion Ramez Yousri Zeyad Essam Yehia Kareem Youstina Sherief Sherry Gamil Soha Safwat 18 3 0 04 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 19 22 0 02 Feb 2024
Generative AI in EU Law: Liability, Privacy, Intellectual Property, and Cybersecurity Claudio Novelli F. Casolari Philipp Hacker Giorgio Spedicato Luciano Floridi AILaw SILM 42 41 0 14 Jan 2024
AI Hallucinations: A Misnomer Worth Clarifying Negar Maleki Balaji Padmanabhan Kaushik Dutta 28 33 0 09 Jan 2024
Measurement in the Age of LLMs: An Application to Ideological Scaling Sean O'Hagan Aaron Schein 40 8 0 14 Dec 2023
HALO: An Ontology for Representing and Categorizing Hallucinations in Large Language Models Navapat Nananukul M. Kejriwal HILM 24 3 0 08 Dec 2023
Towards Knowledge-driven Autonomous Driving Xin Li Yeqi Bai Pinlong Cai Licheng Wen Daocheng Fu ... Yikang Li Botian Shi Yong-Jin Liu Liang He Yu Qiao 32 26 0 07 Dec 2023
Beyond Isolation: Multi-Agent Synergy for Improving Knowledge Graph Construction Hongbin Ye Honghao Gui Aijia Zhang Tong Liu Wei Hua Weiqiang Jia LLMAG 15 5 0 05 Dec 2023
Interactive Multi-fidelity Learning for Cost-effective Adaptation of Language Model with Sparse Human Supervision Jiaxin Zhang Zhuohang Li Kamalika Das Kumar Sricharan 23 2 0 31 Oct 2023
FactCHD: Benchmarking Fact-Conflicting Hallucination Detection Xiang Chen Duanzheng Song Honghao Gui Chengxi Wang Ningyu Zhang Jiang Yong Fei Huang Chengfei Lv Dan Zhang Huajun Chen HILM 32 14 0 18 Oct 2023
Advancing Perception in Artificial Intelligence through Principles of Cognitive Science Palaash Agrawal Cheston Tan Heena Rathore 39 1 0 13 Oct 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng-Wei Zhang Yue Zhang HILM KELM 51 170 0 11 Oct 2023
The Confidence-Competence Gap in Large Language Models: A Cognitive Study Aniket Kumar Singh Suman Devkota Bishal Lamichhane Uttam Dhakal Chandra Dhakal LRM 18 9 0 28 Sep 2023
Can LLM-Generated Misinformation Be Detected? Canyu Chen Kai Shu DeLMO 27 157 0 25 Sep 2023
PACE-LM: Prompting and Augmentation for Calibrated Confidence Estimation with GPT-4 in Cloud Incident Root Cause Analysis Dylan Zhang Xuchao Zhang Chetan Bansal P. Las-Casas Rodrigo Fonseca Saravan Rajmohan 38 1 0 11 Sep 2023
Detecting and Mitigating Hallucinations in Multilingual Summarisation Yifu Qiu Yftah Ziser Anna Korhonen E. Ponti Shay B. Cohen HILM 49 42 0 23 May 2023
How Language Model Hallucinations Can Snowball Muru Zhang Ofir Press William Merrill Alisa Liu Noah A. Smith HILM LRM 78 246 0 22 May 2023