Model comparison

Qwen3.5-4B-NSFW-ARA-Heretic-Literotica vs Qwen3-8B

At Q4_K_M, Qwen3.5-4B-NSFW-ARA-Heretic-Literotica is the smaller download — 2,708,804,832 bytes against 5,027,783,488. At long context the gap widens: Qwen3.5-4B-NSFW-ARA-Heretic-Literotica's KV cache at 32K is 4.5× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.5-4B-NSFW-ARA-Heretic-LiteroticaQwen3-8B
Parameters4.2B8.2B
Architectureqwen35qwen3
Layers3236
Native context262,14440,960
Mixture of expertsnono
Quantizations published3951
Smallest quantization1.27 GiB2.12 GiB
Q4_K_M2.52 GiB4.68 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.5-4B-NSFW-ARA-Heretic-LiteroticaQwen3-8BRatio
4,0960.13 GiB0.56 GiB4.50×
8,1920.25 GiB1.13 GiB4.50×
16,3840.50 GiB2.25 GiB4.50×
32,7681.00 GiB4.50 GiB4.50×
65,5362.00 GiB9.00 GiB4.50×
131,0724.00 GiB18.00 GiB4.50×