Do Language Models Know When They're Hallucinating References?

29 May 2023

Adam Tauman Kalai

Papers citing "Do Language Models Know When They're Hallucinating References?"

26 / 26 papers shown

Title
Atomic Consistency Preference Optimization for Long-Form Question Answering Jingfeng Chen Raghuveer Thirukovalluru Junlin Wang Kaiwei Luo Bhuwan Dhingra KELM HILM 32 0 0 14 May 2025
Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble Scorers Dylan Bouchard Mohit Singh Chauhan HILM 84 0 0 27 Apr 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 94 0 0 25 Apr 2025
QUILL: Quotation Generation Enhancement of Large Language Models Jin Xiao Bowei Zhang Qianyu He Jiaqing Liang Feng Wei Jinglei Chen Zujie Liang Deqing Yang Yanghua Xiao HILM LRM 113 0 0 21 Feb 2025
Hallucination Detection in Large Language Models with Metamorphic Relations Borui Yang Md Afif Al Mamun Jie M. Zhang Gias Uddin HILM 66 0 0 20 Feb 2025
Hallucination, Monofacts, and Miscalibration: An Empirical Investigation Miranda Muqing Miao Michael Kearns 69 0 0 11 Feb 2025
LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation Ziyao Zhang Yanlin Wang Chong Wang Jiachi Chen Zibin Zheng 135 17 0 20 Jan 2025
Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs Jannik Kossen Jiatong Han Muhammed Razzak Lisa Schut Shreshth A. Malik Yarin Gal HILM 60 36 0 22 Jun 2024
REAL Sampling: Boosting Factuality and Diversity of Open-Ended Generation via Asymptotic Entropy Haw-Shiuan Chang Nanyun Peng Mohit Bansal Anil Ramakrishna Tagyoung Chung HILM 49 2 0 11 Jun 2024
Hallucination-Free? Assessing the Reliability of Leading AI Legal Research Tools Varun Magesh Faiz Surani Matthew Dahl Mirac Suzgun Christopher D. Manning Daniel E. Ho HILM ELM AILaw 29 66 0 30 May 2024
Learning to Trust Your Feelings: Leveraging Self-awareness in LLMs for Hallucination Mitigation Yuxin Liang Zhuoyang Song Hao Wang Jiaxing Zhang HILM 43 30 0 27 Jan 2024
Calibrated Language Models Must Hallucinate Adam Tauman Kalai Santosh Vempala HILM 30 76 0 24 Nov 2023
Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and Rectification Haoqiang Kang Juntong Ni Huaxiu Yao HILM LRM 32 34 0 15 Nov 2023
Knowing What LLMs DO NOT Know: A Simple Yet Effective Self-Detection Method Yukun Zhao Lingyong Yan Weiwei Sun Guoliang Xing Chong Meng Shuaiqiang Wang Zhicong Cheng Zhaochun Ren Dawei Yin 36 37 0 27 Oct 2023
Fine-tune Language Models to Approximate Unbiased In-context Learning Timothy Chu Zhao Song Chiwun Yang 31 15 0 05 Oct 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 50 77 0 13 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 53 523 0 03 Sep 2023
Evaluation of GPT-3.5 and GPT-4 for supporting real-world information needs in healthcare delivery Debadutta Dash Rahul Thapa Juan M. Banda Akshay Swaminathan Morgan Cheatham ... Garret K. Morris H. Magon M. Lungren Eric Horvitz N. Shah ELM LM&MA AI4MH 72 51 0 26 Apr 2023
The Internal State of an LLM Knows When It's Lying A. Azaria Tom Michael Mitchell HILM 220 307 0 26 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 372 2,232 0 22 Mar 2023
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models Potsawee Manakul Adian Liusie Mark Gales HILM LRM 152 399 0 15 Mar 2023
Simfluence: Modeling the Influence of Individual Training Examples by Simulating Training Runs Kelvin Guu Albert Webson Ellie Pavlick Lucas Dixon Ian Tenney Tolga Bolukbasi TDI 70 33 0 14 Mar 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 390 12,150 0 04 Mar 2022
Truthful AI: Developing and governing AI that does not lie Owain Evans Owen Cotton-Barratt Lukas Finnveden Adam Bales Avital Balwit Peter Wills Luca Righetti William Saunders HILM 238 111 0 13 Oct 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 281 1,124 0 18 Apr 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 243 1,930 0 31 Dec 2020