Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks

Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks

2 July 2024

Wataru Hashimoto

Hidetaka Kamigaito

Taro Watanabe

Papers citing "Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks"

7 / 7 papers shown

Title
Density-Regression: Efficient and Distance-Aware Deep Regressor for Uncertainty Estimation under Distribution Shifts H. Bui Anqi Liu OOD BDL UQCV 19 3 0 07 Mar 2024
Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity Dennis Ulmer J. Frellsen Christian Hardmeier 166 15 0 20 Oct 2022
Nonparametric Uncertainty Quantification for Single Deterministic Neural Network Nikita Kotelevskii A. Artemenkov Kirill Fedyanin Fedor Noskov Alexander Fishkov Artem Shelmanov Artem Vazhentsev Aleksandr Petiushko Maxim Panov UQCV BDL 31 25 0 07 Feb 2022
Efficient Nearest Neighbor Language Models Junxian He Graham Neubig Taylor Berg-Kirkpatrick RALM 182 84 0 09 Sep 2021
Calibration of Pre-trained Transformers Shrey Desai Greg Durrett UQLM 229 288 0 17 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 4,940 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 243 9,042 0 06 Jun 2015