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- Mistral 7B with step-by-step PPO supervised by [Math-Shepherd](https://arxiv.org/pdf/2312.08935.pdf). We use questions in MetaMATH [1] for PPO training.
 
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  Pass@1:
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  - GSM8K: 84.1
 
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+ Mistral 7B with step-by-step PPO supervised by [math-shepherd-mistral-7b-prm](https://huggingface.co/peiyi9979/math-shepherd-mistral-7b-prm). We use questions in MetaMATH [1] for PPO training.
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+ The model is initiated with [mistral-7b-sft](https://huggingface.co/peiyi9979/mistral-7b-sft).
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  Pass@1:
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  - GSM8K: 84.1