Model comparison

Ministral-3-8B-Reasoning-2512-heretic vs gemma-4-26B-A4B-it

At Q4_K_M, Ministral-3-8B-Reasoning-2512-heretic is the smaller download — 5,198,385,440 bytes against 16,796,017,248. At long context the gap widens: gemma-4-26B-A4B-it's KV cache at 32K is 2.8× 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-hereticgemma-4-26B-A4B-it
Parameters8.9B26.5B
Architecturemistral3gemma4
Layers3430
Native context262,144262,144
Mixture of expertsnoyes, 128 experts
Quantizations published346
Smallest quantization4.84 GiB8.99 GiB
Q4_K_M4.84 GiB15.64 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextMinistral-3-8B-Reasoning-2512-hereticgemma-4-26B-A4B-itRatio
4,0960.53 GiB0.45 GiB1.18×
8,1921.06 GiB0.61 GiB1.75×
16,3842.13 GiB0.92 GiB2.31×
32,7684.25 GiB1.54 GiB2.75×
65,5368.50 GiB2.79 GiB3.04×
131,07217.00 GiB5.29 GiB3.21×