Robustifying Language Models with Test-Time Adaptation

Noah Thomas McDermott, Junfeng Yang, Chengzhi Mao

Large-scale language models achieved state-of-the-art performance over a number of language tasks. However, they fail on adversarial language examples, which are sentences optimize…