Model comparison

MiniCPM-V-4.6 vs Qwen3-VL-4B-Instruct

At Q4_K_M, MiniCPM-V-4.6 is the smaller download — 529,101,504 bytes against 2,497,281,568. At long context the gap widens: MiniCPM-V-4.6'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

MiniCPM-V-4.6Qwen3-VL-4B-Instruct
Parameters1.3B4.4B
Architectureqwen35qwen3vl
Layers2436
Native context262,144262,144
Mixture of expertsnono
Quantizations published1526
Smallest quantization0.47 GiB1.01 GiB
Q4_K_M0.49 GiB2.33 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextMiniCPM-V-4.6Qwen3-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×