Uncertainty Awareness of Large Language Models Under Code Distribution Shifts: A Benchmark Study

12 January 2024

Papers citing "Uncertainty Awareness of Large Language Models Under Code Distribution Shifts: A Benchmark Study"

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Title
UBENCH: Benchmarking Uncertainty in Large Language Models with Multiple Choice Questions Xunzhi Wang Zhuowei Zhang Qiongyu Li Gaonan Chen Mengting Hu Zhiyu li Bitong Luo Hang Gao Zhixin Han Haotian Wang ELM 45 3 0 18 Jun 2024
Out-of-Distribution Detection and Selective Generation for Conditional Language Models Jie Jessie Ren Jiaming Luo Yao-Min Zhao Kundan Krishna Mohammad Saleh Balaji Lakshminarayanan Peter J. Liu OODD 72 94 0 30 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
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