Model comparison

gemma-3-12b-it-heretic-v2 vs Qwen3.6-27B

At Q4_K_M, gemma-3-12b-it-heretic-v2 is the smaller download — 7,300,777,184 bytes against 16,547,397,888. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 1.2× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

gemma-3-12b-it-heretic-v2Qwen3.6-27B
Parameters12.2B27.8B
Architecturegemma3qwen35
Layers4864
Native context131,072262,144
Mixture of expertsnono
Quantizations published140
Smallest quantization6.80 GiB8.74 GiB
Q4_K_M6.80 GiB15.41 GiB
Licencegemmaapache-2.0

KV cache by context

the term that decides long-context viability
Contextgemma-3-12b-it-heretic-v2Qwen3.6-27BRatio
4,0960.72 GiB0.25 GiB2.87×
8,1920.97 GiB0.50 GiB1.94×
16,3841.47 GiB1.00 GiB1.47×
32,7682.47 GiB2.00 GiB1.23×
65,5364.47 GiB4.00 GiB1.12×
131,0728.47 GiB8.00 GiB1.06×