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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 He, Shizhu and Xu, Yao and Zhang, Yuanzhe and Hao, Yanchao and Liu, Shengping and Liu, Kang and Zhao, Jun},
  journal={Advances in Neural Information Processing Systems},
  volume={37},
  pages={45552--45577},
  year={2024}
}