Model comparison

Qwen3-VL-8B-Instruct-Heretic vs Qwen3.6-27B

At Q4_K_M, Qwen3-VL-8B-Instruct-Heretic is the smaller download — 10,055,572,032 bytes against 16,547,397,888. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 2.2× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3-VL-8B-Instruct-HereticQwen3.6-27B
Parameters8.8B27.8B
Architectureqwen3vlqwen35
Layers3664
Native context262,144262,144
Mixture of expertsnono
Quantizations published6040
Smallest quantization3.94 GiB8.74 GiB
Q4_K_M9.36 GiB15.41 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3-VL-8B-Instruct-HereticQwen3.6-27BRatio
4,0960.56 GiB0.25 GiB2.25×
8,1921.13 GiB0.50 GiB2.25×
16,3842.25 GiB1.00 GiB2.25×
32,7684.50 GiB2.00 GiB2.25×
65,5369.00 GiB4.00 GiB2.25×
131,07218.00 GiB8.00 GiB2.25×