📄 From Instance Training to Instruction Learning: Task Adapters Generation from Instructions 💡

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🎓 TAGI Overview

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.

🤝 Referencing and Citing

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@inproceedings{
	liao2024from,
	title={From Instance Training to Instruction Learning: Task Adapters Generation from Instructions},
	author={Huanxuan Liao and Shizhu He and Yao Xu and Yuanzhe Zhang and Yanchao Hao and Shengping Liu and Kang Liu and Jun Zhao},
	booktitle={The Thirty-eighth Annual Conference on Neural Information Processing Systems},
	year={2024},
	url={https://openreview.net/forum?id=CluvZBfrjj}
}