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Rose: Repository of Synthetic Elements

Tool to generate high quality synthetic data for llm fintuning, rlhf and (maybe) pretraning

Idea / stages

  • step-1 : start with evolve instruct (GPT-3.5/4)
  • add another backend (llama, mistral, claude)
  • Add self opmizer https://arxiv.org/abs/2309.03409
  • optimze root prompt for diffent llm

Citation

@article{xu2023wizardlm,
  title={Wizardlm: Empowering large language models to follow complex instructions},
  author={Xu, Can and Sun, Qingfeng and Zheng, Kai and Geng, Xiubo and Zhao, Pu and Feng, Jiazhan and Tao, Chongyang and Jiang, Daxin},
  journal={arXiv preprint arXiv:2304.12244},
  year={2023}
}

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Tool for generation of synthetic data for pertaining, fine-tuning and rlaf

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