Model comparison

Qwen3.5-4B-Claude-4.6-OS-Auto-Variable-HERETIC-UNCENSORED-THINKING vs Qwen3-VL-8B-Instruct-abliterated-v1

At Q4_K_M, Qwen3.5-4B-Claude-4.6-OS-Auto-Variable-HERETIC-UNCENSORED-THINKING is the smaller download — 2,707,515,520 bytes against 5,027,785,792.

From the file· summed bytes, KV per layer

Side by side

Qwen3.5-4B-Claude-4.6-OS-Auto-Variable-HERETIC-UNCENSORED-THINKINGQwen3-VL-8B-Instruct-abliterated-v1
Parameters4.5B8.8B
Architectureqwen35qwen3vl
Layers32
Native context262,144
Mixture of expertsnono
Quantizations published3648
Smallest quantization1.09 GiB1.97 GiB
Q4_K_M2.52 GiB4.68 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.5-4B-Claude-4.6-OS-Auto-Variable-HERETIC-UNCENSORED-THINKINGQwen3-VL-8B-Instruct-abliterated-v1Ratio
4,0960.13 GiB
8,1920.25 GiB
16,3840.50 GiB
32,7681.00 GiB
65,5362.00 GiB
131,0724.00 GiB