Calibration Meets Explanation: A Simple and Effective Approach for Model
Confidence Estimates

Calibration Meets Explanation: A Simple and Effective Approach for Model Confidence Estimates

6 November 2022

Baotian Hu

Papers citing "Calibration Meets Explanation: A Simple and Effective Approach for Model Confidence Estimates"

11 / 11 papers shown

Title
ChineseEcomQA: A Scalable E-commerce Concept Evaluation Benchmark for Large Language Models Haibin Chen Kangtao Lv Chengwei Hu Y. Li Yujin Yuan ... Xingyao Zhang L. Liu Shilei Liu Wenbo Su Bo Zheng ELM 51 0 0 27 Feb 2025
Eliciting Uncertainty in Chain-of-Thought to Mitigate Bias against Forecasting Harmful User Behaviors Anthony Sicilia Malihe Alikhani 26 2 0 17 Oct 2024
Predict the Next Word: Humans exhibit uncertainty in this task and language models _____ Evgenia Ilia Wilker Aziz 29 2 0 27 Feb 2024
Interpreting Predictive Probabilities: Model Confidence or Human Label Variation? Joris Baan Raquel Fernández Barbara Plank Wilker Aziz 51 10 0 25 Feb 2024
Deal, or no deal (or who knows)? Forecasting Uncertainty in Conversations using Large Language Models Anthony Sicilia Hyunwoo J. Kim Khyathi Raghavi Chandu Malihe Alikhani Jack Hessel 18 1 0 05 Feb 2024
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 29 35 0 27 Oct 2023
Establishing Trustworthiness: Rethinking Tasks and Model Evaluation Robert Litschko Max Müller-Eberstein Rob van der Goot Leon Weber Barbara Plank LRM 21 2 0 09 Oct 2023
CATfOOD: Counterfactual Augmented Training for Improving Out-of-Domain Performance and Calibration Rachneet Sachdeva Martin Tutek Iryna Gurevych OODD 32 10 0 14 Sep 2023
Calibration of Pre-trained Transformers Shrey Desai Greg Durrett UQLM 243 289 0 17 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015