Model comparison

Qwen3.5-2B-heretic vs Qwen3-VL-4B-Instruct

At Q4_K_M, Qwen3.5-2B-heretic is the smaller download — 1,274,396,576 bytes against 2,497,281,568. At long context the gap widens: Qwen3.5-2B-heretic's KV cache at 32K is 12.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.5-2B-hereticQwen3-VL-4B-Instruct
Parameters2.2B4.4B
Architectureclipqwen3vl
Layers2436
Native context262,144262,144
Mixture of expertsnono
Quantizations published626
Smallest quantization0.51 GiB1.01 GiB
Q4_K_M1.19 GiB2.33 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.5-2B-hereticQwen3-VL-4B-InstructRatio
4,0960.05 GiB0.56 GiB11.99×
8,1920.09 GiB1.13 GiB12.00×
16,3840.19 GiB2.25 GiB12.00×
32,7680.38 GiB4.50 GiB12.00×
65,5360.75 GiB9.00 GiB12.00×
131,0721.50 GiB18.00 GiB12.00×