Model comparison

Ministral-3-8B-Reasoning-2512-heretic vs Qwen3.5-9B

At Q4_K_M, Ministral-3-8B-Reasoning-2512-heretic is the smaller download — 5,198,385,440 bytes against 5,627,044,256. At long context the gap widens: Qwen3.5-9B's KV cache at 32K is 4.2× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Ministral-3-8B-Reasoning-2512-hereticQwen3.5-9B
Parameters8.9B9.7B
Architecturemistral3qwen35
Layers3432
Native context262,144262,144
Mixture of expertsnono
Quantizations published334
Smallest quantization4.84 GiB2.97 GiB
Q4_K_M4.84 GiB5.24 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextMinistral-3-8B-Reasoning-2512-hereticQwen3.5-9BRatio
4,0960.53 GiB0.13 GiB4.25×
8,1921.06 GiB0.25 GiB4.25×
16,3842.13 GiB0.50 GiB4.25×
32,7684.25 GiB1.00 GiB4.25×
65,5368.50 GiB2.00 GiB4.25×
131,07217.00 GiB4.00 GiB4.25×