Hallucination is Inevitable: An Innate Limitation of Large Language Models

22 January 2024

Papers citing "Hallucination is Inevitable: An Innate Limitation of Large Language Models"

50 / 116 papers shown

Title
Fine-Tuning Large Language Models and Evaluating Retrieval Methods for Improved Question Answering on Building Codes Mohammad Aqib Mohd Hamza Qipei Mei Ying Hei Chui RALM ELM 37 0 0 07 May 2025
LLMpatronous: Harnessing the Power of LLMs For Vulnerability Detection Rajesh Yarra 29 0 0 25 Apr 2025
CoheMark: A Novel Sentence-Level Watermark for Enhanced Text Quality Junyan Zhang Shuliang Liu Aiwei Liu Yubo Gao J. Li Xiaojie Gu Xuming Hu WaLM 42 2 0 24 Apr 2025
aiXamine: Simplified LLM Safety and Security Fatih Deniz Dorde Popovic Yazan Boshmaf Euisuh Jeong M. Ahmad Sanjay Chawla Issa M. Khalil ELM 70 0 0 21 Apr 2025
Beyond Misinformation: A Conceptual Framework for Studying AI Hallucinations in (Science) Communication Anqi Shao 52 0 0 18 Apr 2025
Purposefully Induced Psychosis (PIP): Embracing Hallucination as Imagination in Large Language Models Kris Pilcher Esen K. Tütüncü LLMAG 45 0 0 16 Apr 2025
HalluSearch at SemEval-2025 Task 3: A Search-Enhanced RAG Pipeline for Hallucination Detection Mohamed A. Abdallah S. El-Beltagy HILM 18 1 0 14 Apr 2025
Hallucination, reliability, and the role of generative AI in science Charles Rathkopf HILM 30 0 0 11 Apr 2025
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill? Chenrui Fan Ming Li Lichao Sun Tianyi Zhou LRM 41 2 0 09 Apr 2025
Unlocking the Potential of Past Research: Using Generative AI to Reconstruct Healthcare Simulation Models Thomas Monks Alison Harper Amy Heather 39 0 0 27 Mar 2025
OAEI-LLM-T: A TBox Benchmark Dataset for Understanding Large Language Model Hallucinations in Ontology Matching Zhangcheng Qiang 50 0 0 25 Mar 2025
AgentRxiv: Towards Collaborative Autonomous Research Samuel Schmidgall Michael Moor 47 2 0 23 Mar 2025
LeRAAT: LLM-Enabled Real-Time Aviation Advisory Tool Marc R. Schlichting Vale Rasmussen Heba Alazzeh Houjun Liu Kiana Jafari Amelia Hardy Dylan M. Asmar Mykel J. Kochenderfer 32 0 0 05 Mar 2025
Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning Wenjie Wu Yongcheng Jing Yingjie Wang Wenbin Hu Dacheng Tao RALM LRM 56 2 0 03 Mar 2025
Grandes modelos de lenguaje: de la predicción de palabras a la comprensión? Carlos Gómez-Rodríguez SyDa AILaw ELM VLM 94 0 0 25 Feb 2025
`Generalization is hallucination' through the lens of tensor completions Liang Ze Wong VLM 48 0 0 24 Feb 2025
The Lottery LLM Hypothesis, Rethinking What Abilities Should LLM Compression Preserve? Zhenheng Tang Xiang Liu Qian Wang Peijie Dong Bingsheng He Xiaowen Chu Bo Li LRM 41 1 0 24 Feb 2025
Hallucination Detection in Large Language Models with Metamorphic Relations Borui Yang Md Afif Al Mamun Jie M. Zhang Gias Uddin HILM 51 0 0 20 Feb 2025
Can Your Uncertainty Scores Detect Hallucinated Entity? Min-Hsuan Yeh Max Kamachee Seongheon Park Yixuan Li HILM 36 1 0 17 Feb 2025
Automated Consistency Analysis of LLMs Aditya Patwardhan Vivek Vaidya Ashish Kundu 50 0 0 10 Feb 2025
Delta - Contrastive Decoding Mitigates Text Hallucinations in Large Language Models Cheng Peng Huang Hao-Yuan Chen HILM 56 0 0 09 Feb 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 111 9 0 05 Feb 2025
Breaking Focus: Contextual Distraction Curse in Large Language Models Yue Huang Yanbo Wang Zixiang Xu Chujie Gao Siyuan Wu Jiayi Ye Xiuying Chen Pin-Yu Chen X. Zhang AAML 38 1 0 03 Feb 2025
Risk-Aware Distributional Intervention Policies for Language Models Bao Nguyen Binh Nguyen Duy Nguyen V. Nguyen 28 1 0 28 Jan 2025
Personalizing Education through an Adaptive LMS with Integrated LLMs Kyle Spriggs Meng Cheng Lau Kalpdrum Passi AI4Ed 46 0 0 24 Jan 2025
Hallucination Detox: Sensitivity Dropout (SenD) for Large Language Model Training Shahrad Mohammadzadeh Juan David Guerra Marco Bonizzato Reihaneh Rabbany Golnoosh Farnadi HILM 39 0 0 08 Jan 2025
Visual Large Language Models for Generalized and Specialized Applications Yifan Li Zhixin Lai Wentao Bao Zhen Tan Anh Dao Kewei Sui Jiayi Shen Dong Liu Huan Liu Yu Kong VLM 83 10 0 06 Jan 2025
Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio Reasoning Chun-Yi Kuan Hung-yi Lee AuLLM LRM 48 1 0 03 Jan 2025
TinyLLM: A Framework for Training and Deploying Language Models at the Edge Computers Savitha Viswanadh Kandala Pramuka Medaranga Ambuj Varshney 58 1 0 19 Dec 2024
Exploring Facets of Language Generation in the Limit Moses Charikar Chirag Pabbaraju LRM 65 1 0 22 Nov 2024
Towards a Middleware for Large Language Models Narcisa Guran Florian Knauf Man Ngo Stefan Petrescu Jan S. Rellermeyer 59 1 0 21 Nov 2024
Measuring Non-Adversarial Reproduction of Training Data in Large Language Models Michael Aerni Javier Rando Edoardo Debenedetti Nicholas Carlini Daphne Ippolito F. Tramèr 32 3 0 15 Nov 2024
LLM Hallucination Reasoning with Zero-shot Knowledge Test Seongmin Lee Hsiang Hsu Chun-Fu Chen LRM 31 2 0 14 Nov 2024
CriticAL: Critic Automation with Language Models Michael Y. Li Vivek Vajipey Noah D. Goodman Emily B. Fox 17 0 0 10 Nov 2024
Climate AI for Corporate Decarbonization Metrics Extraction Aditya Dave Mengchen Zhu Dapeng Hu Sachin Tiwari 23 0 0 05 Nov 2024
The Potential of LLMs in Medical Education: Generating Questions and Answers for Qualification Exams Yunqi Zhu Wen Tang Ying Sun Xuebing Yang Liyang Dou Yifan Gu Yuanyuan Wu Wensheng Zhang Ying Sun Xuebing Yang LM&MA ELM 24 1 0 31 Oct 2024
No Free Lunch: Fundamental Limits of Learning Non-Hallucinating Generative Models Changlong Wu A. Grama Wojciech Szpankowski 22 1 0 24 Oct 2024
Opportunities and Challenges of Generative-AI in Finance Akshar Prabhu Desai Ganesh Satish Mallya Mohammad Luqman Tejasvi Ravi Nithya Kota Pranjul Yadav AIFin 28 2 0 21 Oct 2024
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards Xinze Li Sen Mei Zhenghao Liu Yukun Yan Shuo Wang ... H. Chen Ge Yu Zhiyuan Liu Maosong Sun Chenyan Xiong 33 6 0 17 Oct 2024
REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models Ambuje Gupta Mrinal Rawat Andreas Stolcke Roberto Pieraccini RALM 9 1 0 16 Oct 2024
On Classification with Large Language Models in Cultural Analytics David Bamman Kent K. Chang L. Lucy Naitian Zhou 13 0 0 15 Oct 2024
A Theoretical Survey on Foundation Models Shi Fu Yuzhu Chen Yingjie Wang Dacheng Tao 16 0 0 15 Oct 2024
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation Chenxi Wang Xiang Chen N. Zhang Bozhong Tian Haoming Xu Shumin Deng H. Chen MLLM LRM 16 4 0 15 Oct 2024
DAWN: Designing Distributed Agents in a Worldwide Network Zahra Aminiranjbar Jianan Tang Qiudan Wang Shubha Pant Mahesh Viswanathan LLMAG AI4CE 15 1 0 11 Oct 2024
The Dynamics of Social Conventions in LLM populations: Spontaneous Emergence, Collective Biases and Tipping Points Ariel Flint Ashery L. Aiello Andrea Baronchelli AI4CE 16 1 0 11 Oct 2024
A Closer Look at Machine Unlearning for Large Language Models Xiaojian Yuan Tianyu Pang Chao Du Kejiang Chen Weiming Zhang Min-Bin Lin MU 28 5 0 10 Oct 2024
HE-Drive: Human-Like End-to-End Driving with Vision Language Models Junming Wang Xingyu Zhang Zebin Xing Songen Gu Xiaoyang Guo Yang Hu Ziying Song Qian Zhang Xiaoxiao Long Wei Yin 31 0 0 07 Oct 2024
Mitigating Hallucinations Using Ensemble of Knowledge Graph and Vector Store in Large Language Models to Enhance Mental Health Support Abdul Muqtadir H. M. Bilal Ayesha Yousaf Hafiz Farooq Ahmed Jamil Hussain AI4MH 11 0 0 06 Oct 2024
An X-Ray Is Worth 15 Features: Sparse Autoencoders for Interpretable Radiology Report Generation Ahmed Abdulaal Hugo Fry Nina Montaña-Brown Ayodeji Ijishakin Jack Gao Stephanie L. Hyland Daniel C. Alexander Daniel Coelho De Castro MedIm 25 7 0 04 Oct 2024
FactCheckmate: Preemptively Detecting and Mitigating Hallucinations in LMs Deema Alnuhait Neeraja Kirtane Muhammad Khalifa Hao Peng HILM LRM 24 1 0 03 Oct 2024