Model comparison

Wizard-Vicuna-13B-Uncensored vs Qwen3.6-27B

At Q4_K_M, Wizard-Vicuna-13B-Uncensored is the smaller download — 7,865,956,256 bytes against 16,547,397,888. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 12.5× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Wizard-Vicuna-13B-UncensoredQwen3.6-27B
Parameters13.0B27.8B
Architecturellamaqwen35
Layers4064
Native context2,048262,144
Mixture of expertsnono
Quantizations published2540
Smallest quantization4.52 GiB8.74 GiB
Q4_K_M7.33 GiB15.41 GiB
Licenceotherapache-2.0

KV cache by context

the term that decides long-context viability
ContextWizard-Vicuna-13B-UncensoredQwen3.6-27BRatio
4,0963.13 GiB0.25 GiB12.49×
8,1926.25 GiB0.50 GiB12.50×
16,38412.50 GiB1.00 GiB12.50×
32,76825.00 GiB2.00 GiB12.50×
65,53650.00 GiB4.00 GiB12.50×
131,072100.00 GiB8.00 GiB12.50×