Title
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning Ning Miao Yee Whye Teh Tom Rainforth ReLM LRM 57 135 0 01 Aug 2023
Improving the repeatability of deep learning models with Monte Carlo dropout A. Lemay K. Hoebel Christopher P. Bridge B. Befano Silvia De Sanjosé Diden Egemen A. Rodriguez M. Schiffman John Peter Campbell Jayashree Kalpathy-Cramer OOD 73 46 0 15 Feb 2022
A Survey on Automated Fact-Checking Zhijiang Guo Michael Schlichtkrull Andreas Vlachos 92 495 0 26 Aug 2021
How Can We Know When Language Models Know? On the Calibration of Language Models for Question Answering Zhengbao Jiang Jun Araki Haibo Ding Graham Neubig UQCV 60 436 0 02 Dec 2020
Selective Question Answering under Domain Shift Amita Kamath Robin Jia Percy Liang OOD 54 212 0 16 Jun 2020
Posing Fair Generalization Tasks for Natural Language Inference Atticus Geiger Ignacio Cases L. Karttunen Christopher Potts 65 48 0 03 Nov 2019
NeMo: a toolkit for building AI applications using Neural Modules Oleksii Kuchaiev Jason Chun Lok Li Huyen Nguyen Oleksii Hrinchuk Ryan Leary ... Jack Cook P. Castonguay Mariya Popova Jocelyn Huang Jonathan M. Cohen 257 308 0 14 Sep 2019
DropConnect Is Effective in Modeling Uncertainty of Bayesian Deep Networks Aryan Mobiny H. Nguyen S. Moulik Naveen Garg Carol C. Wu UQCV BDL 60 161 0 07 Jun 2019
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 292 2,853 0 11 Jun 2018
Confidence Modeling for Neural Semantic Parsing Li Dong Chris Quirk Mirella Lapata 75 84 0 11 May 2018
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,871 0 14 Jun 2017
Selective Classification for Deep Neural Networks Yonatan Geifman Ran El-Yaniv CVBM 97 530 0 23 May 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 842 5,841 0 05 Dec 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 316 8,174 0 16 Jun 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 856 9,353 0 06 Jun 2015
Deep Gaussian Processes Andreas C. Damianou Neil D. Lawrence GP BDL 149 1,184 0 02 Nov 2012