49 citations · 126 across the 11 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
cs.CL2022
Improving Stability of Fine-Tuning Pretrained Language Models via Component-Wise Gradient Norm Clipping
Chenghao Yang, Xuezhe Ma
Fine-tuning over large pretrained language models (PLMs) has established many state-of-the-art results. Despite its superior performance, such fine-tuning can be unstable, resultin…
cs.LG2022★ 1 cited
Learning Representations Robust to Group Shifts and Adversarial Examples
Ming-Chang Chiu, Xuezhe Ma
Despite the high performance achieved by deep neural networks on various tasks, extensive studies have demonstrated that small tweaks in the input could fail the model predictions.…