Model comparison

Huihui-Qwen3-4B-Instruct-2507-abliterated vs Qwen3-VL-8B-Instruct-abliterated-v1

At Q4_K_M, Huihui-Qwen3-4B-Instruct-2507-abliterated is the smaller download — 2,497,276,736 bytes against 5,027,785,792.

From the file· summed bytes, KV per layer

Side by side

Huihui-Qwen3-4B-Instruct-2507-abliteratedQwen3-VL-8B-Instruct-abliterated-v1
Parameters4.0B8.8B
Architectureqwen3qwen3vl
Layers36
Native context262,144
Mixture of expertsnono
Quantizations published3948
Smallest quantization1.55 GiB1.97 GiB
Q4_K_M2.33 GiB4.68 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextHuihui-Qwen3-4B-Instruct-2507-abliteratedQwen3-VL-8B-Instruct-abliterated-v1Ratio
4,0960.56 GiB
8,1921.13 GiB
16,3842.25 GiB
32,7684.50 GiB
65,5369.00 GiB
131,07218.00 GiB