Model comparison

Ken3.5-9B vs Qwen3-8B

These two publish different quantization sets; the table below has the exact sizes. At long context the gap widens: Ken3.5-9B's KV cache at 32K is 4.5× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Ken3.5-9BQwen3-8B
Parameters9.7B8.2B
Architectureqwen35qwen3
Layers3236
Native context262,14440,960
Mixture of expertsnono
Quantizations published2451
Smallest quantization2.28 GiB2.12 GiB
Q4_K_M4.68 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextKen3.5-9BQwen3-8BRatio
4,0960.13 GiB0.56 GiB4.50×
8,1920.25 GiB1.13 GiB4.50×
16,3840.50 GiB2.25 GiB4.50×
32,7681.00 GiB4.50 GiB4.50×
65,5362.00 GiB9.00 GiB4.50×
131,0724.00 GiB18.00 GiB4.50×