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Fine-tuning large-scale pretrained transformers enables them to adapt to and perform better on downstream tasks. While this fine-tuning is crucial for countless real-world applications, fully fine-tuning all model parameters becomes increasingly challenging as models scale to ever-increasing sizes. This has led to the development of…