Combining Confidence Elicitation and Sample-based Methods for
Uncertainty Quantification in Misinformation Mitigation

Combining Confidence Elicitation and Sample-based Methods for Uncertainty Quantification in Misinformation Mitigation

13 January 2024

Mauricio Rivera

Jean-François Godbout

Reihaneh Rabbany

Kellin Pelrine

Papers citing "Combining Confidence Elicitation and Sample-based Methods for Uncertainty Quantification in Misinformation Mitigation"

9 / 9 papers shown

Title
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 92 0 0 25 Apr 2025
Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Hadas Ben-Atya N. Gavrielov Zvi Badash G. Focht R. Cytter-Kuint Talar Hagopian Dan Turner M. Freiman 61 0 0 02 Feb 2025
Label-Confidence-Aware Uncertainty Estimation in Natural Language Generation Qinhong Lin Linna Zhou Zhongliang Yang Yuang Cai HILM 75 0 0 10 Dec 2024
Epistemic Integrity in Large Language Models Bijean Ghafouri Shahrad Mohammadzadeh James Zhou Pratheeksha Nair Jacob-Junqi Tian Mayank Goel Reihaneh Rabbany Jean-Francois Godbout Kellin Pelrine HILM 34 0 0 10 Nov 2024
Calibrating Verbalized Probabilities for Large Language Models Cheng Wang Gyuri Szarvas Georges Balazs Pavel Danchenko P. Ernst 15 0 0 09 Oct 2024
Enhancing Healthcare LLM Trust with Atypical Presentations Recalibration Jeremy Qin Bang Liu Quoc Dinh Nguyen 35 2 0 05 Sep 2024
Web Retrieval Agents for Evidence-Based Misinformation Detection Jacob-Junqi Tian Hao Yu Yury Orlovskiy Tyler Vergho Mauricio Rivera Mayank Goel Zachary Yang Jean-Francois Godbout Reihaneh Rabbany Kellin Pelrine LLMAG OffRL 23 4 0 15 Aug 2024
LUQ: Long-text Uncertainty Quantification for LLMs Caiqi Zhang Fangyu Liu Marco Basaldella Nigel Collier HILM 50 24 0 29 Mar 2024
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,237 0 21 Mar 2022