---
language:
- en
- zh
license: apache-2.0
library_name: transformers
datasets:
- EleutherAI/pile
- togethercomputer/RedPajama-Data-1T
- p208p2002/wudao
widget:
- text: <s> 4 + 3 =
---
## MiniMA-1-3B

📑 [arXiv](https://arxiv.org/abs/2311.07052) | 👻 [GitHub](https://github.com/GeneZC/MiniMA) | 🤗 [HuggingFace-MiniMA-3B](https://huggingface.co/GeneZC/MiniMA-3B) | 🤗 [HuggingFace-MiniChat-3B](https://huggingface.co/GeneZC/MiniChat-3B) | 🤖 [ModelScope-MiniMA-3B](https://modelscope.cn/models/GeneZC/MiniMA-3B) | 🤖 [ModelScope-MiniChat-3B](https://modelscope.cn/models/GeneZC/MiniChat-3B) | 🤗 [HuggingFace-MiniChat-1.5-3B](https://huggingface.co/GeneZC/MiniChat-1.5-3B) | 🤗 [HuggingFace-MiniMA-2-3B](https://huggingface.co/GeneZC/MiniMA-2-3B) | 🤗 [HuggingFace-MiniChat-2-3B](https://huggingface.co/GeneZC/MiniChat-2-3B) | 🤗 [HuggingFace-MiniMA-2-1B](https://huggingface.co/GeneZC/MiniMA-2-1B) | 🤗 [HuggingFace-MiniLoong-3B](https://huggingface.co/GeneZC/MiniLoong-3B) | 🤗 [HuggingFace-MiniMix-2/4x3B](https://huggingface.co/GeneZC/MiniMix-2_4x3B)

❗ Must comply with LICENSE of LLaMA-2 since it is derived from LLaMA-2.

<img src="./teaser_a.jpg" alt="teaser_a" width="700" />

**Standard Benchmarks**

|Method|TFLOPs|MMLU (5-shot)|CEval (5-shot)|DROP (3-shot)|HumanEval (0-shot)|BBH (3-shot)|GSM8K (8-shot)|
|--|--|--|--|--|--|--|--|
|Mamba-2.8B|4.6E9|25.58|24.74|15.72|7.32|29.37|3.49|
|ShearedLLaMA-2.7B|0.8E9|26.97|22.88|19.98|4.88|30.48|3.56|
|BTLM-3B|11.3E9|27.20|26.00|17.84|10.98|30.87|4.55|
|StableLM-3B|72.0E9|44.75|31.05|22.35|15.85|32.59|10.99|
|Qwen-1.8B|23.8E9|44.05|54.75|12.97|14.02|30.80|22.97|
|Phi-2-2.8B|159.9E9|56.74|34.03|30.74|46.95|44.13|55.42|
|LLaMA-2-7B|84.0E9|46.00|34.40|31.57|12.80|32.02|14.10|
||
|MiniMA-3B|4.0E9|28.51|28.23|22.50|10.98|31.61|8.11|
|MiniMA-2-1B|6.3E9|31.34|34.92|20.08|10.37|31.16|7.28|
|MiniMA-2-3B|13.4E9|40.14|44.65|23.10|14.63|31.43|8.87|
|MiniMix-2/4x3B|25.4E9|44.35|45.77|33.78|18.29|33.60|21.61|
|MiniChat-3B|4.0E9|38.40|36.48|22.58|18.29|31.36|29.72|
|MiniChat-2-3B|13.4E9|46.17|43.91|30.26|22.56|34.95|38.13|

## Bibtex

```bibtex
@article{zhang2023law,
    title={Towards the Law of Capacity Gap in Distilling Language Models},
    author={Zhang, Chen and Song, Dawei and Ye, Zheyu and Gao, Yan},
    year={2023},
    url={https://arxiv.org/abs/2311.07052}
}
```