Mitigating Uncertainty in Document Classification

Mitigating Uncertainty in Document Classification

17 July 2019

Naren Ramakrishnan

Papers citing "Mitigating Uncertainty in Document Classification"

12 / 12 papers shown

Title
Do we really have to filter out random noise in pre-training data for language models? Jinghan Ru Yuxin Xie Xianwei Zhuang Yuguo Yin Zhihui Guo Zhiming Liu Qianli Ren Yuexian Zou 83 4 0 10 Feb 2025
Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph Roman Vashurin Ekaterina Fadeeva Artem Vazhentsev Akim Tsvigun Daniil Vasilev ... Timothy Baldwin Timothy Baldwin Maxim Panov Artem Shelmanov Artem Shelmanov HILM 68 10 0 21 Jun 2024
Semi-Supervised Dialogue Abstractive Summarization via High-Quality Pseudolabel Selection Jianfeng He Hang Su Jason (Jinglun) Cai Igor Shalyminov Hwanjun Song Saab Mansour 32 4 0 06 Mar 2024
Uncertainty Estimation of Transformers' Predictions via Topological Analysis of the Attention Matrices Elizaveta Kostenok D. Cherniavskii Alexey Zaytsev 56 5 0 22 Aug 2023
Revisiting Softmax for Uncertainty Approximation in Text Classification Andreas Nugaard Holm Dustin Wright Isabelle Augenstein BDL UQCV 24 8 0 25 Oct 2022
SUN: Exploring Intrinsic Uncertainties in Text-to-SQL Parsers Bowen Qin Lihan Wang Binyuan Hui Bowen Li Xiangpeng Wei Binhua Li Fei Huang Luo Si Min Yang Yongbin Li 45 9 0 14 Sep 2022
Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty Estimation Liyan Xu Xuchao Zhang Xujiang Zhao Haifeng Chen F. Chen Jinho Choi 28 14 0 01 Sep 2021
Incorporating Uncertainty in Learning to Defer Algorithms for Safe Computer-Aided Diagnosis Jessie Liu B. Gallego S. Barbieri 27 14 0 17 Aug 2021
Uncertainty-Aware Reliable Text Classification Yibo Hu Latifur Khan EDL UQCV 38 33 0 15 Jul 2021
Entropy methods for the confidence assessment of probabilistic classification models G. Tornetta UQCV 14 9 0 28 Mar 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,675 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 287 9,156 0 06 Jun 2015