Model comparison

gemma-4-12B-it-qat-q4_0-unquantized vs Qwen3.6-28B

These two publish different quantization sets; the table below has the exact sizes. At long context the gap widens: Qwen3.6-28B's KV cache at 32K is 3.9× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

gemma-4-12B-it-qat-q4_0-unquantizedQwen3.6-28B
Parameters12.0B28.2B
Architecturegemma4qwen35moe
Layers4840
Native context262,144262,144
Mixture of expertsnoyes, 205 experts
Quantizations published258
Smallest quantization6.50 GiB5.77 GiB
Q4_K_M16.08 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
Contextgemma-4-12B-it-qat-q4_0-unquantizedQwen3.6-28BRatio
4,0960.72 GiB0.08 GiB9.19×
8,1920.97 GiB0.16 GiB6.20×
16,3841.47 GiB0.31 GiB4.70×
32,7682.47 GiB0.63 GiB3.95×
65,5364.47 GiB1.25 GiB3.57×
131,0728.47 GiB2.50 GiB3.39×