Model comparison

Qwen3.5-4B vs Apriel-1.6-15b-Thinker

At Q4_K_M, Qwen3.5-4B is the smaller download — 2,707,513,696 bytes against 8,785,478,144. At long context the gap widens: Qwen3.5-4B's KV cache at 32K is 6.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.5-4BApriel-1.6-15b-Thinker
Parameters4.7B14.9B
Architectureqwen35llama
Layers3248
Native context262,144262,400
Mixture of expertsnono
Quantizations published5760
Smallest quantization1.42 GiB3.22 GiB
Q4_K_M2.52 GiB8.18 GiB
Licenceapache-2.0mit

KV cache by context

the term that decides long-context viability
ContextQwen3.5-4BApriel-1.6-15b-ThinkerRatio
4,0960.13 GiB0.75 GiB6.00×
8,1920.25 GiB1.50 GiB6.00×
16,3840.50 GiB3.00 GiB6.00×
32,7681.00 GiB6.00 GiB6.00×
65,5362.00 GiB12.00 GiB6.00×
131,0724.00 GiB24.00 GiB6.00×