| base_model: Menlo/Jan-nano | |
| [EXL3](https://github.com/turboderp-org/exllamav3) quantization of [Jan-nano](https://huggingface.co/Menlo/Jan-nano), 4 bits per weight. | |
| ### HumanEval (argmax) | |
| | Model | Q4 | Q6 | Q8 | FP16 | | |
| | ---------------------------------------------------------------------------- | ---- | ---- | ---- | ---- | | |
| | [Jan-nano-exl3-4bpw](https://huggingface.co/isogen/Jan-nano-exl3-4bpw) | 79.9 | 81.7 | 82.9 | 82.9 | | |
| | [Jan-nano-exl3-6bpw](https://huggingface.co/isogen/Jan-nano-exl3-6bpw) | 83.5 | 81.7 | 81.7 | 81.1 | | |
| | [Jan-nano-exl3-8bpw-h8](https://huggingface.co/isogen/Jan-nano-exl3-8bpw-h8) | 84.8 | 82.9 | 83.5 | 82.9 | | |
| | [Qwen3-4B-exl3-4bpw](https://huggingface.co/isogen/Qwen3-4B-exl3-4bpw) | 80.5 | 81.1 | 81.7 | 80.5 | | |
| | [Qwen3-4B-exl3-6bpw](https://huggingface.co/isogen/Qwen3-4B-exl3-6bpw) | 80.5 | 85.4 | 86.0 | 86.0 | | |
| | [Qwen3-4B-exl3-8bpw-h8](https://huggingface.co/isogen/Qwen3-4B-exl3-8bpw-h8) | 82.3 | 84.8 | 83.5 | 82.9 | | |