Are Data Augmentation Methods in Named Entity Recognition Applicable for
Uncertainty Estimation?

Are Data Augmentation Methods in Named Entity Recognition Applicable for Uncertainty Estimation?

2 July 2024

Wataru Hashimoto

Hidetaka Kamigaito

Taro Watanabe

Papers citing "Are Data Augmentation Methods in Named Entity Recognition Applicable for Uncertainty Estimation?"

6 / 6 papers shown

Title
Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks Wataru Hashimoto Hidetaka Kamigaito Taro Watanabe 52 0 0 02 Jul 2024
Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity Dennis Ulmer J. Frellsen Christian Hardmeier 179 22 0 20 Oct 2022
Re-Examining Calibration: The Case of Question Answering Chenglei Si Chen Zhao Sewon Min Jordan L. Boyd-Graber 56 30 0 25 May 2022
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 268 5,652 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,109 0 06 Jun 2015