Model comparison

SuperGemma-4-12b-abliterated vs Qwen3-8B

At Q4_K_M, Qwen3-8B is the smaller download — 5,027,783,488 bytes against 7,381,393,120. At long context the gap widens: SuperGemma-4-12b-abliterated's KV cache at 32K is 1.8× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

SuperGemma-4-12b-abliteratedQwen3-8B
Parameters12.0B8.2B
Architecturegemma4qwen3
Layers4836
Native context262,14440,960
Mixture of expertsnono
Quantizations published3651
Smallest quantization2.78 GiB2.12 GiB
Q4_K_M6.87 GiB4.68 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextSuperGemma-4-12b-abliteratedQwen3-8BRatio
4,0960.72 GiB0.56 GiB1.28×
8,1920.97 GiB1.13 GiB1.16×
16,3841.47 GiB2.25 GiB1.53×
32,7682.47 GiB4.50 GiB1.82×
65,5364.47 GiB9.00 GiB2.01×
131,0728.47 GiB18.00 GiB2.13×