Model comparison

Qwen3.6-27B-Uncensored-Aggressive vs Qwen3.5-9B

At Q4_K_M, Qwen3.5-9B is the smaller download — 5,627,044,256 bytes against 16,547,391,008. At long context the gap widens: Qwen3.5-9B's KV cache at 32K is 2.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-27B-Uncensored-AggressiveQwen3.5-9B
Parameters27.4B9.7B
Architectureqwen35qwen35
Layers6432
Native context262,144262,144
Mixture of expertsnono
Quantizations published2434
Smallest quantization6.66 GiB2.97 GiB
Q4_K_M15.41 GiB5.24 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27B-Uncensored-AggressiveQwen3.5-9BRatio
4,0960.25 GiB0.13 GiB2.00×
8,1920.50 GiB0.25 GiB2.00×
16,3841.00 GiB0.50 GiB2.00×
32,7682.00 GiB1.00 GiB2.00×
65,5364.00 GiB2.00 GiB2.00×
131,0728.00 GiB4.00 GiB2.00×