---
license: apache-2.0
base_model:
- Qwen/Qwen3.5-4B
---

<div align="center">
  <img 
    src="https://cdn-uploads.huggingface.co/production/uploads/64b93e6bd6c468ac7536607e/mj6xac74jHGLqymiovObc.png" 
    alt="The Kaitchup -- AI on a Budget" 
    style="width: 100%; max-width: 100%; height: auto; display: inline-block; margin-bottom: 0.5em; margin-top: 0.5em;"
  />
  <div style="display: flex; justify-content: center; gap: 0.5em; margin-bottom: 1em;">
    <a href="https://kaitchup.substack.com/subscribe"><strong>Subscribe and Support</strong></a>
  </div>
</div>


GGUF models made with the method ("Mixture of Quantizations") proposed by [Waleed Ahmad](https://huggingface.co/w-ahmad). 

They are currently the best GGUF versions of Qwen3.5-4B.


![Qwen3.5 4B_ MoQ vs UD -- Accuracy (Subsets of LiveCodeBench, MMLU Pro, Math 500, and GPQA Diamond)](https://cdn-uploads.huggingface.co/production/uploads/64b93e6bd6c468ac7536607e/Jtm0ez-CpS_f3Scw3rsbw.png)
![Qwen3.5 4B_ MoQ vs UD -- Generated Tokens (Subsets of LiveCodeBench, MMLU Pro, Math 500, and GPQA Diamond)](https://cdn-uploads.huggingface.co/production/uploads/64b93e6bd6c468ac7536607e/nBE_k_hJXKMu3PQHTHfal.png)