Model comparison

gemma-3-4b-it-heretic-uncensored-abliterated-Extreme vs Qwen3-4B

At Q4_K_M, gemma-3-4b-it-heretic-uncensored-abliterated-Extreme is the smaller download — 2,489,894,560 bytes against 2,497,280,256. At long context the gap widens: gemma-3-4b-it-heretic-uncensored-abliterated-Extreme's KV cache at 32K is 5.7× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

gemma-3-4b-it-heretic-uncensored-abliterated-ExtremeQwen3-4B
Parameters4.3B4.0B
Architecturegemma3qwen3
Layers3436
Native context131,07240,960
Mixture of expertsnono
Quantizations published3629
Smallest quantization1.06 GiB1.01 GiB
Q4_K_M2.32 GiB2.33 GiB
Licence

KV cache by context

the term that decides long-context viability
Contextgemma-3-4b-it-heretic-uncensored-abliterated-ExtremeQwen3-4BRatio
4,0960.25 GiB0.56 GiB2.27×
8,1920.33 GiB1.13 GiB3.45×
16,3840.48 GiB2.25 GiB4.66×
32,7680.79 GiB4.50 GiB5.66×
65,5361.42 GiB9.00 GiB6.34×
131,0722.67 GiB18.00 GiB6.74×