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
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense Reasoning Niki Maria Foteinopoulou Enjie Ghorbel Djamila Aouada 16 2 0 01 Oct 2024
Neurosymbolic AI approach to Attribution in Large Language Models Deepa Tilwani R. Venkataramanan Amit P. Sheth 17 1 0 30 Sep 2024
HaloScope: Harnessing Unlabeled LLM Generations for Hallucination Detection Xuefeng Du Chaowei Xiao Yixuan Li HILM 21 16 0 26 Sep 2024
RACER: Rich Language-Guided Failure Recovery Policies for Imitation Learning Yinpei Dai Jayjun Lee Nima Fazeli Joyce Chai 31 10 0 23 Sep 2024
$$\textit{"I Don't Use AI for Everything"}$: Exploring Utility, Attitude, and Responsibility of AI-empowered Tools in Software Development$ $\textit{"I Don't Use AI for Everything"}$ : Exploring Utility, Attitude, and Responsibility of AI-empowered Tools in Software Development Shidong Pan Litian Wang Tianyi Zhang Zhenchang Xing Yanjie Zhao Qinghua Lu Xiaoyu Sun 11 1 0 20 Sep 2024
Manipulation Facing Threats: Evaluating Physical Vulnerabilities in End-to-End Vision Language Action Models Hao Cheng Erjia Xiao Chengyuan Yu Zhao Yao Jiahang Cao ... Jiaxu Wang Mengshu Sun Kaidi Xu Jindong Gu Renjing Xu AAML 24 1 0 20 Sep 2024
Multimodal Large Language Model Driven Scenario Testing for Autonomous Vehicles Qiujing Lu Xuanhan Wang Yiwei Jiang Guangming Zhao Mingyue Ma Shuo Feng 26 5 0 10 Sep 2024
A Novel Idea Generation Tool using a Structured Conversational AI (CAI) System B. Sankar Dibakar Sen LLMAG LRM 19 4 0 09 Sep 2024
Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering Larissa Pusch Tim O. F. Conrad 23 0 0 06 Sep 2024
Recent Advances in Attack and Defense Approaches of Large Language Models Jing Cui Yishi Xu Zhewei Huang Shuchang Zhou Jianbin Jiao Junge Zhang PILM AAML 45 1 0 05 Sep 2024
Focus Agent: LLM-Powered Virtual Focus Group Taiyu Zhang Xuesong Zhang Robbe Cools Adalberto L. Simeone LLMAG 22 1 0 03 Sep 2024
LRP4RAG: Detecting Hallucinations in Retrieval-Augmented Generation via Layer-wise Relevance Propagation Haichuan Hu Yuhan Sun Quanjun Zhang 25 4 0 28 Aug 2024
Triplètoile: Extraction of Knowledge from Microblogging Text Vanni Zavarella Sergio Consoli Diego Reforgiato Recupero Gianni Fenu Simone Angioni Davide Buscaldi D. Dessí Francesco Osborne 22 2 0 27 Aug 2024
vitaLITy 2: Reviewing Academic Literature Using Large Language Models Hongye An Arpit Narechania Emily Wall Kai Xu 30 2 0 24 Aug 2024
Visual Agents as Fast and Slow Thinkers Guangyan Sun Mingyu Jin Zhenting Wang Cheng-Long Wang Siqi Ma Qifan Wang Ying Nian Wu Ying Nian Wu Dongfang Liu Dongfang Liu LLMAG LRM 66 11 0 16 Aug 2024
Casper: Prompt Sanitization for Protecting User Privacy in Web-Based Large Language Models Chun Jie Chong Chenxi Hou Z. Yao S. Talebi 29 4 0 13 Aug 2024
Dynamic Fog Computing for Enhanced LLM Execution in Medical Applications Philipp Zagar Vishnu Ravi Lauren Aalami Stephan Krusche Oliver Aalami Paul Schmiedmayer 18 1 0 08 Aug 2024
Agentic LLM Workflows for Generating Patient-Friendly Medical Reports Malavikha Sudarshan Sophie Shih Róbert Belanec Alina Yang John Zou Cathy Chen Quan Zhou M. Bieliková Chinmay Singhal George Shih LM&MA 67 2 0 02 Aug 2024
Automated Review Generation Method Based on Large Language Models Shican Wu Xiao Ma Dehui Luo Lulu Li Xiangcheng Shi ... Ran Luo Chunlei Pei Zhijian Zhao Zhi-Jian Zhao Jinlong Gong 66 0 0 30 Jul 2024
Take A Step Back: Rethinking the Two Stages in Visual Reasoning Mingyu Zhang Jiting Cai Mingyu Liu Yue Xu Cewu Lu Yong-Lu Li LRM 23 5 0 29 Jul 2024
Bailicai: A Domain-Optimized Retrieval-Augmented Generation Framework for Medical Applications Cui Long Yongbin Liu Chunping Ouyang Ying Yu 17 3 0 24 Jul 2024
Social and Ethical Risks Posed by General-Purpose LLMs for Settling Newcomers in Canada I. Nejadgholi Maryam Molamohammadi Samir Bakhtawar 30 0 0 15 Jul 2024
Benchmarking Language Model Creativity: A Case Study on Code Generation Yining Lu Dixuan Wang Tianjian Li Dongwei Jiang Daniel Khashabi Meng Jiang Daniel Khashabi LRM 49 10 0 12 Jul 2024
Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting Zilong Wang Zifeng Wang Long Le Huaixiu Steven Zheng Swaroop Mishra ... Anush Mattapalli Ankur Taly Jingbo Shang Chen-Yu Lee Tomas Pfister RALM 67 30 0 11 Jul 2024
Leveraging Graph Structures to Detect Hallucinations in Large Language Models Noa Nonkes Sergei Agaronian Evangelos Kanoulas Roxana Petcu 19 1 0 05 Jul 2024
Scaling Synthetic Data Creation with 1,000,000,000 Personas Tao Ge Xin Chan Dian Yu Haitao Mi Dong Yu Dong Yu SyDa 97 89 0 28 Jun 2024
Banishing LLM Hallucinations Requires Rethinking Generalization Johnny Li Saksham Consul Eda Zhou James Wong Naila Farooqui ... Zhuxiaona Wei Tian Wu Ben Echols Sharon Zhou Gregory Diamos LRM 18 10 0 25 Jun 2024
INDICT: Code Generation with Internal Dialogues of Critiques for Both Security and Helpfulness Hung Le Yingbo Zhou Caiming Xiong Silvio Savarese Doyen Sahoo 35 2 0 23 Jun 2024
Investigating Low-Cost LLM Annotation for~Spoken Dialogue Understanding Datasets Lucas Druart Valentin Vielzeuf Yannick Esteve 26 0 0 19 Jun 2024
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales Zhepei Wei Wei-Lin Chen Yu Meng RALM 53 11 0 19 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 16 7 0 17 Jun 2024
TorchOpera: A Compound AI System for LLM Safety Shanshan Han Yuhang Yao Zijian Hu Dimitris Stripelis Zhaozhuo Xu Chaoyang He LLMAG 29 0 0 16 Jun 2024
Unveiling the Safety of GPT-4o: An Empirical Study using Jailbreak Attacks Zonghao Ying Aishan Liu Xianglong Liu Dacheng Tao 54 16 0 10 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
XPrompt:Explaining Large Language Model's Generation via Joint Prompt Attribution Yurui Chang Bochuan Cao Yujia Wang Jinghui Chen Lu Lin LRM 25 0 0 30 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 50 7 0 30 May 2024
An Assessment of Model-On-Model Deception Julius Heitkoetter Michael Gerovitch Laker Newhouse 28 2 0 10 May 2024
Testing and Understanding Erroneous Planning in LLM Agents through Synthesized User Inputs Zhenlan Ji Daoyuan Wu Pingchuan Ma Zongjie Li Shuai Wang LLMAG 33 3 0 27 Apr 2024
Evaluating Consistency and Reasoning Capabilities of Large Language Models Yash Saxena Sarthak Chopra Arunendra Mani Tripathi ELM LRM 25 5 0 25 Apr 2024
AI-Enhanced Cognitive Behavioral Therapy: Deep Learning and Large Language Models for Extracting Cognitive Pathways from Social Media Texts Meng Jiang Y. Yu Qing Zhao Jianqiang Li Changwei Song ... Wei-dong Zhai Dan Luo Xiaoqin Wang Guanghui Fu Bing Xiang Yang 14 1 0 17 Apr 2024
Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward Xuan Xie Jiayang Song Zhehua Zhou Yuheng Huang Da Song Lei Ma OffRL 27 6 0 12 Apr 2024
Language Generation in the Limit Jon M. Kleinberg S. Mullainathan LRM 19 3 0 10 Apr 2024
PRobELM: Plausibility Ranking Evaluation for Language Models Moy Yuan Chenxi Whitehouse Eric Chamoun Rami Aly Andreas Vlachos 68 4 0 04 Apr 2024
Automated User Story Generation with Test Case Specification Using Large Language Model Tajmilur Rahman Yuecai Zhu 19 7 0 02 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
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 39 17 0 28 Feb 2024
Determinants of LLM-assisted Decision-Making Eva Eigner Thorsten Händler 36 44 0 27 Feb 2024
Fast Adversarial Attacks on Language Models In One GPU Minute Vinu Sankar Sadasivan Shoumik Saha Gaurang Sriramanan Priyatham Kattakinda Atoosa Malemir Chegini S. Feizi MIALM 20 32 0 23 Feb 2024
Evolving AI Collectives to Enhance Human Diversity and Enable Self-Regulation Shiyang Lai Yujin Potter Junsol Kim Richard Zhuang Dawn Song James Evans 42 3 0 19 Feb 2024
KnowTuning: Knowledge-aware Fine-tuning for Large Language Models Yougang Lyu Lingyong Yan Shuaiqiang Wang Haibo Shi Dawei Yin Pengjie Ren Zhumin Chen Maarten de Rijke Zhaochun Ren 16 5 0 17 Feb 2024