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"

14 / 14 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 Saadia Gabriel 85 0 0 10 Apr 2025
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 151 2 0 16 Dec 2024
DRESS: Instructing Large Vision-Language Models to Align and Interact with Humans via Natural Language Feedback Yangyi Chen Karan Sikka Michael Cogswell Heng Ji Ajay Divakaran 91 66 0 16 Nov 2023
R-Tuning: Instructing Large Language Models to Say `I Don't Know' Hanning Zhang Shizhe Diao Yong Lin Yi R. Fung Qing Lian Xingyao Wang Yangyi Chen Heng Ji Tong Zhang UQLM 80 45 0 16 Nov 2023
Improving the Reliability of Large Language Models by Leveraging Uncertainty-Aware In-Context Learning Yuchen Yang Houqiang Li Yanfeng Wang Yu Wang 39 25 0 07 Oct 2023
FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation Tu Vu Mohit Iyyer Xuezhi Wang Noah Constant Jerry W. Wei ... Chris Tar Yun-hsuan Sung Denny Zhou Quoc Le Thang Luong KELM HILM LRM 87 214 0 05 Oct 2023
A Stitch in Time Saves Nine: Detecting and Mitigating Hallucinations of LLMs by Validating Low-Confidence Generation Neeraj Varshney Wenlin Yao Hongming Zhang Jianshu Chen Dong Yu HILM 85 169 0 08 Jul 2023
Constitutional AI: Harmlessness from AI Feedback Yuntao Bai Saurav Kadavath Sandipan Kundu Amanda Askell John Kernion ... Dario Amodei Nicholas Joseph Sam McCandlish Tom B. Brown Jared Kaplan SyDa MoMe 164 1,603 0 15 Dec 2022
Language models show human-like content effects on reasoning tasks Ishita Dasgupta Andrew Kyle Lampinen Stephanie C. Y. Chan Hannah R. Sheahan Antonia Creswell D. Kumaran James L. McClelland Felix Hill ReLM LRM 99 186 0 14 Jul 2022
On the Origin of Hallucinations in Conversational Models: Is it the Datasets or the Models? Nouha Dziri Sivan Milton Mo Yu Osmar Zaiane Siva Reddy HILM 40 193 0 17 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 404 6,202 0 05 Apr 2022
Reducing conversational agents' overconfidence through linguistic calibration Sabrina J. Mielke Arthur Szlam Emily Dinan Y-Lan Boureau 242 167 0 30 Dec 2020
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 75 569 0 26 Sep 2019
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 237 2,835 0 11 Jun 2018