| | --- |
| | library_name: transformers |
| | tags: |
| | - compression |
| | - expert-merging |
| | - moe |
| | - code |
| | license: apache-2.0 |
| | base_model: |
| | - Qwen/Qwen3-Coder-Next |
| | --- |
| | |
| | # Qwen3-Coder-Next-REAP |
| |
|
| | This model is a compressed version of [Qwen/Qwen3-Coder-Next](https://huggingface.co/Qwen/Qwen3-Coder-Next). |
| | It is obtained by reducing the number of experts in each MoE layer from 512 to 384 using the REAP baseline method as described in https://bknyaz.github.io/blog/2026/moe/. |
| |
|
| | **Compared to other models obtained in this collection, more coding data is used in the calibration data during pruning/merging |
| | to better preserve original's model coding abilities. Specifically, the ratio between c4, math and coding data (see https://bknyaz.github.io/blog/2026/moe/) is 0.0, 0.7, 0.3. |
| | The calibration data used here is the same as in our [Qwen3-Coder-Next-REAM](https://huggingface.co/SamsungSAILMontreal/Qwen3-Coder-Next-REAM).** |
| |
|
| | The compressed model has 60B params (120GB) instead of 80B (160GB) of the original model, |
| | reducing storage and GPU memory requirements by roughly 25%. At the same time, |
| | the model retains >=96% of the original model's performance on a variety of benchmarks (see Results section below). |
| | Additional efficiency optimization (e.g., quantization) can be added similarly to the original model. |
| |
|
| | See additional details at [Qwen3-30B-A3B-Instruct-2507-REAM](https://huggingface.co/SamsungSAILMontreal/Qwen3-30B-A3B-Instruct-2507-REAM). |
| |
|
| | ### Results |
| |
|
| | | Model | IFeval | AIME25 | GSM8K | GPQA-D | HumanEval | LiveCodeBench | AVG | |
| | |--------------------------|--------|--------|-------|--------|-----------|---------------|-------| |
| | | Qwen3-Coder-Next | 89.6 | 80.0 | 85.4 | 42.4 | 92.7 | 47.5 | 72.9 | |
| | | Qwen3-Coder-Next-REAP (this repo) | 87.6 | 70.0 | 86.8 | 35.9 | 94.5 | 48.2 | 70.5 | |
| | | [Qwen3-Coder-Next-REAM](https://huggingface.co/SamsungSAILMontreal/Qwen3-Coder-Next-REAM) | 89.3 | 80.0 | 85.3 | 40.4 | 94.5 | 48.0 | 72.9 | |
| |
|
| | ## License |
| |
|
| | Please refer to the license of the original model [Qwen/Qwen3-Coder-Next](https://huggingface.co/Qwen/Qwen3-Coder-Next). |
