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---
license: apache-2.0
---
Zero-shot results when using the [Llama-3.1-70B-Instruct](https://huggingface.co/meta-llama/Llama-3.1-70B-Instruct) as the teacher model, and the [Llama-3.2-3B-Instruct](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct) as the initialized model
| Model | [Llama-3.2-3B-Instruct](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct) | [Llama3.2-Mamba-3B-distill](https://huggingface.co/JunxiongWang/Llama3.2-Mamba-3B-distill) | [Llama3.2-Mamba-3B-dpo](https://huggingface.co/JunxiongWang/Llama3.2-Mamba-3B-dpo) | [Llama3.2-Mamba2-3B-distill](https://huggingface.co/JunxiongWang/Llama3.2-Mamba2-3B-distill) | [Llama3.2-Mamba2-3B-dpo](https://huggingface.co/JunxiongWang/Llama3.2-Mamba2-3B-dpo) |
|---------------|---------------------------------------------------------------------------------|-----------------------------------|-----------------------------------|-----------------------------------|-----------------------------------|
| Initialization Model | N/A | Llama-3.2-3B-Instruct | Llama-3.2-3B-Instruct | Llama-3.2-3B-Instruct | Llama-3.2-3B-Instruct |
| Teacher Model | N/A | Llama-3.1-70B-Instruct | Llama-3.1-70B-Instruct | Llama-3.1-70B-Instruct | Llama-3.1-70B-Instruct |
| arc_challenge | 0.459 | 0.4838 | 0.5265 | 0.4667 | 0.541 |
| arc_easy | 0.7407 | 0.7765 | 0.7997 | 0.7668 | 0.8026 |
| hellaswag | 0.7043 | 0.7037 | 0.7256 | 0.6913 | 0.7445 |
| mmlu | 0.6043 | 0.5448 | 0.5509 | 0.5312 | 0.5247 |
| openbookqa | 0.36 | 0.394 | 0.416 | 0.388 | 0.424 |
| piqa | 0.7568 | 0.7731 | 0.7731 | 0.7601 | 0.7769 |
| pubmedqa | 0.696 | 0.664 | 0.7 | 0.638 | 0.654 |
| race | 0.4067 | 0.4029 | 0.4364 | 0.3981 | 0.4344 |
| winogrande | 0.6748 | 0.6732 | 0.674 | 0.6606 | 0.6732 |
| truthfulqa | 0.3801 | 0.4202 | 0.4853 | 0.3478 | 0.5028 |
```
@article{junxiongdaniele2024mambainllama,
title = {The Mamba in the Llama: Distilling and Accelerating Hybrid Models},
author = {Junxiong Wang and Daniele Paliotta and Avner May and Alexander M. Rush and Tri Dao},
journal = {arXiv preprint arXiv:2408.15237},
year = {2024}
}
``` |