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Comparison of the typical Training withInstance and the proposed Learning with Instruction: The former involves training the model at the instance level with parameter updates, while the latter generates a task-specific adapter at the task level with parameter generation.

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@article{liao2024instance,
  title={From Instance Training to Instruction Learning: Task Adapters Generation from Instructions},
  author={Liao, Huanxuan and Xu, Yao and He, Shizhu and Zhang, Yuanzhe and Hao, Yanchao and Liu, Shengping and Liu, Kang and Zhao, Jun},
  journal={arXiv preprint arXiv:2406.12382},
  year={2024}
}