Is BERT Robust to Label Noise? A Study on Learning with Noisy Labels in
Text Classification

Is BERT Robust to Label Noise? A Study on Learning with Noisy Labels in Text Classification

20 April 2022

Michael A. Hedderich

David Ifeoluwa Adelani

Dietrich Klakow

Papers citing "Is BERT Robust to Label Noise? A Study on Learning with Noisy Labels in Text Classification"

14 / 14 papers shown

Title
Hide and Seek in Noise Labels: Noise-Robust Collaborative Active Learning with LLM-Powered Assistance Bo Yuan Yulin Chen Yin Zhang Wei Jiang NoLa 34 6 0 03 Apr 2025
NoisyAG-News: A Benchmark for Addressing Instance-Dependent Noise in Text Classification Hongfei Huang Tingting Liang Xixi Sun Zikang Jin Yuyu Yin NoLa 39 1 0 09 Jul 2024
On the Noise Robustness of In-Context Learning for Text Generation Hongfu Gao Feipeng Zhang Wenyu Jiang Jun Shu Feng Zheng Hongxin Wei 58 3 0 27 May 2024
NoiseBench: Benchmarking the Impact of Real Label Noise on Named Entity Recognition Elena Merdjanovska Ansar Aynetdinov Alan Akbik NoLa 29 1 0 13 May 2024
Exploring the Robustness of In-Context Learning with Noisy Labels Chen Cheng Xinzhi Yu Haodong Wen Jinsong Sun Guanzhang Yue Yihao Zhang Zeming Wei NoLa 24 6 0 28 Apr 2024
Noise-Robust Fine-Tuning of Pretrained Language Models via External Guidance Song Wang Zhen Tan Ruocheng Guo Wenlin Yao NoLa 25 20 0 02 Nov 2023
AQuA: A Benchmarking Tool for Label Quality Assessment Mononito Goswami Vedant Sanil Arjun Choudhry Arvind Srinivasan Chalisa Udompanyawit Artur Dubrawski 25 9 0 15 Jun 2023
Weaker Than You Think: A Critical Look at Weakly Supervised Learning D. Zhu Xiaoyu Shen Marius Mosbach Andreas Stephan Dietrich Klakow NoLa 31 9 0 27 May 2023
Handling Realistic Label Noise in BERT Text Classification M. Agro Hanan Aldarmaki NoLa 19 3 0 23 May 2023
Rumour detection using graph neural network and oversampling in benchmark Twitter dataset Shaswat Patel Prince Bansal Preeti Kaur 23 2 0 20 Dec 2022
CrossSplit: Mitigating Label Noise Memorization through Data Splitting Jihye Kim A. Baratin Yan Zhang Simon Lacoste-Julien NoLa 18 7 0 03 Dec 2022
Detecting Label Errors by using Pre-Trained Language Models Derek Chong Jenny Hong Christopher D. Manning NoLa 38 21 0 25 May 2022
Meta Self-Refinement for Robust Learning with Weak Supervision D. Zhu Xiaoyu Shen Michael A. Hedderich Dietrich Klakow NoLa 24 7 0 15 May 2022
A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios Michael A. Hedderich Lukas Lange Heike Adel Jannik Strötgen Dietrich Klakow 199 286 0 23 Oct 2020