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sail/Zephyr-7B-DICE-Iter2

sourceHugging Facemitupdated 2y agoView on Hugging Face
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Zephyr-7B-DICE-Iter2

This model was developed using Bootstrapping Language Models with DPO Implicit Rewards (DICE) at iteration 2, based on the HuggingFaceH4/zephyr-7b-beta as the starting point.

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Model Description

  • Model type: A 7B parameter GPT-like model fine-tuned on synthetic datasets.
  • Language(s) (NLP): Primarily English
  • License: MIT
  • Fine-tuned from model: HuggingFaceH4/zephyr-7b-beta

AlpacaEval Leaderboard Evaluation Results

ModelLC. Win RateWin Rate
Zephyr-7b-beta12.6910.71
Zephyr-7B-DICE-Iter119.0317.67
Zephyr-7B-DICE-Iter220.7120.16

Code

https://github.com/sail-sg/dice

Citation

bibtex
@article{chen2024bootstrapping,
  title={Bootstrapping Language Models with DPO Implicit Rewards},
  author={Chen, Changyu and Liu, Zichen and Du, Chao and Pang, Tianyu and Liu, Qian and Sinha, Arunesh and Varakantham, Pradeep and Lin, Min},
  journal={arXiv preprint arXiv:2406.09760},
  year={2024}
}