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cs.CL2023★ 1 cited
Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models
Junhao Zheng, Shengjie Qiu, Qianli Ma
Incremental Learning (IL) has been a long-standing problem in both vision and Natural Language Processing (NLP) communities. In recent years, as Pre-trained Language Models (PLMs)…
cs.CL2023
Preserving Commonsense Knowledge from Pre-trained Language Models via Causal Inference
Junhao Zheng, Qianli Ma, Shengjie Qiu +6
Fine-tuning has been proven to be a simple and effective technique to transfer the learned knowledge of Pre-trained Language Models (PLMs) to downstream tasks. However, vanilla fin…