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| Model | GSM8k 0-Shot | GSM8k Few-Shot |
|---|---|---|
| Mistral-7B-v0.1 | 10 | 41 |
| Llama-3.2-3B-Instruct-Thinking | 31.61 | 54.51 |

A conversation between User and Assistant. The user asks a question, and the Assistant solves it.
The assistant first thinks about the reasoning process in the mind and then provides the user with the answer.
The reasoning process and answer are enclosed within <think> </think> and <answer> </answer> tags, respectively,
i.e., <think> reasoning process here </think><answer> answer here </answer>1@software{unsloth,
2 author = {Daniel Han, Michael Han and Unsloth team},
3 title = {Unsloth},
4 url = {http://github.com/unslothai/unsloth},
5 year = {2023}
6}1@article{zhihong2024deepseekmath,
2 title = {{DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models}},
3 author = {Zhihong Shao and Peiyi Wang and Qihao Zhu and Runxin Xu and Junxiao Song and Mingchuan Zhang and Y. K. Li and Y. Wu and Daya Guo},
4 year = 2024,
5 eprint = {arXiv:2402.03300},
6}1@misc{vonwerra2022trl,
2 title = {{TRL: Transformer Reinforcement Learning}},
3 author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallouédec},
4 year = 2020,
5 journal = {GitHub repository},
6 publisher = {GitHub},
7 howpublished = {\url{https://github.com/huggingface/trl}}
8}