Model comparison

gemma-3-12b-it-ultra-uncensored-heretic vs Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP

At Q4_K_M, gemma-3-12b-it-ultra-uncensored-heretic is the smaller download — 7,300,780,096 bytes against 36,545,830,912. At long context the gap widens: Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP'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-ultra-uncensored-hereticQwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP
Parameters12.2B27.8B
Architecturegemma3qwen35
Layers4864
Native context131,072262,144
Mixture of expertsnono
Quantizations published2134
Smallest quantization4.44 GiB10.12 GiB
Q4_K_M6.80 GiB34.04 GiB
Licencegemmaapache-2.0

KV cache by context

the term that decides long-context viability
Contextgemma-3-12b-it-ultra-uncensored-hereticQwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTPRatio
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×