Model comparison

Huihui-Qwen3-VL-4B-Instruct-abliterated vs Qwen3-VL-2B-Instruct

At Q4_K_M, Qwen3-VL-2B-Instruct is the smaller download — 1,107,409,952 bytes against 2,497,282,240. At long context the gap widens: Qwen3-VL-2B-Instruct's KV cache at 32K is 1.3× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Huihui-Qwen3-VL-4B-Instruct-abliteratedQwen3-VL-2B-Instruct
Parameters4.4B2.1B
Architectureqwen3vlqwen3vl
Layers3628
Native context262,144262,144
Mixture of expertsnono
Quantizations published5146
Smallest quantization0.98 GiB0.50 GiB
Q4_K_M2.33 GiB1.03 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextHuihui-Qwen3-VL-4B-Instruct-abliteratedQwen3-VL-2B-InstructRatio
4,0960.56 GiB0.44 GiB1.29×
8,1921.13 GiB0.88 GiB1.29×
16,3842.25 GiB1.75 GiB1.29×
32,7684.50 GiB3.50 GiB1.29×
65,5369.00 GiB7.00 GiB1.29×
131,07218.00 GiB14.00 GiB1.29×