no code implementations • 21 Oct 2022 • Giorgio Giannone, Serhii Havrylov, Jordan Massiah, Emine Yilmaz, Yunlong Jiao
Advances in deep learning theory have revealed how average generalization relies on superficial patterns in data.
no code implementations • 26 Jan 2022 • Arushi Goel, Yunlong Jiao, Jordan Massiah
In this paper, we propose PARS: Pseudo-Label Aware Robust Sample Selection, a hybrid approach that combines the best from all three worlds in a joint-training framework to achieve robustness to noisy labels.
1 code implementation • ICLR 2022 • Fangyu Liu, Yunlong Jiao, Jordan Massiah, Emine Yilmaz, Serhii Havrylov
Predominantly, two formulations are used for sentence-pair tasks: bi-encoders and cross-encoders.
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