Examining LLMs' Uncertainty Expression Towards Questions Outside
Parametric Knowledge

Examining LLMs' Uncertainty Expression Towards Questions Outside Parametric Knowledge

16 November 2023

Papers citing "Examining LLMs' Uncertainty Expression Towards Questions Outside Parametric Knowledge"

15 / 15 papers shown

Title
MOSAIC: Modeling Social AI for Content Dissemination and Regulation in Multi-Agent Simulations Genglin Liu Salman Rahman Elisa Kreiss Marzyeh Ghassemi Saadia Gabriel 36 0 0 10 Apr 2025
Generalization Bias in Large Language Model Summarization of Scientific Research Uwe Peters Benjamin Chin-Yee ELM 29 0 0 28 Mar 2025
Uncertainty Quantification in Retrieval Augmented Question Answering Laura Perez-Beltrachini Mirella Lapata RALM 38 0 0 25 Feb 2025
Cannot or Should Not? Automatic Analysis of Refusal Composition in IFT/RLHF Datasets and Refusal Behavior of Black-Box LLMs Alexander von Recum Christoph Schnabl Gabor Hollbeck Silas Alberti Philip Blinde Marvin von Hagen 77 2 0 22 Dec 2024
UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Boyang Xue Fei Mi Qi Zhu Hongru Wang Rui Wang Sheng Wang Erxin Yu Xuming Hu Kam-Fai Wong HILM 69 0 0 16 Dec 2024
LLM Hallucination Reasoning with Zero-shot Knowledge Test Seongmin Lee Hsiang Hsu Chun-Fu Chen LRM 31 2 0 14 Nov 2024
A Survey on the Honesty of Large Language Models Siheng Li Cheng Yang Taiqiang Wu Chufan Shi Yuji Zhang ... Jie Zhou Yujiu Yang Ngai Wong Xixin Wu Wai Lam HILM 19 4 0 27 Sep 2024
Defining Boundaries: A Spectrum of Task Feasibility for Large Language Models Wenbo Zhang Zihang Xu Hengrui Cai 25 1 0 11 Aug 2024
BeHonest: Benchmarking Honesty in Large Language Models Steffi Chern Zhulin Hu Yuqing Yang Ethan Chern Yuan Guo Jiahe Jin Binjie Wang Pengfei Liu HILM ALM 72 3 0 19 Jun 2024
LLMs' Reading Comprehension Is Affected by Parametric Knowledge and Struggles with Hypothetical Statements Victoria Basmov Yoav Goldberg Reut Tsarfaty 21 8 0 09 Apr 2024
Step-On-Feet Tuning: Scaling Self-Alignment of LLMs via Bootstrapping Haoyu Wang Guozheng Ma Ziqiao Meng Zeyu Qin Li Shen ... Liu Liu Yatao Bian Tingyang Xu Xueqian Wang Peilin Zhao 47 12 0 12 Feb 2024
R-Tuning: Instructing Large Language Models to Say `I Don't Know' Hanning Zhang Shizhe Diao Yong Lin Yi Ren Fung Qing Lian Xingyao Wang Yangyi Chen Heng Ji Tong Zhang UQLM 14 36 0 16 Nov 2023
Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded Dialogue Generation Yixin Wan Fanyou Wu Weijie Xu Srinivasan H. Sengamedu HILM 16 5 0 28 Oct 2023
Uncertainty Quantification with Pre-trained Language Models: A Large-Scale Empirical Analysis Yuxin Xiao Paul Pu Liang Umang Bhatt W. Neiswanger Ruslan Salakhutdinov Louis-Philippe Morency 159 86 0 10 Oct 2022
Reducing conversational agents' overconfidence through linguistic calibration Sabrina J. Mielke Arthur Szlam Emily Dinan Y-Lan Boureau 193 108 0 30 Dec 2020