Model comparison

Qwen3.6-27B vs DeepSeek-R1-Distill-Qwen-14B

At Q4_K_M, DeepSeek-R1-Distill-Qwen-14B is the smaller download — 8,988,109,952 bytes against 16,547,397,888. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 3.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-27BDeepSeek-R1-Distill-Qwen-14B
Parameters27.8B14.8B
Architectureqwen35qwen2
Layers6448
Native context262,144131,072
Mixture of expertsnono
Quantizations published4037
Smallest quantization8.74 GiB4.38 GiB
Q4_K_M15.41 GiB8.37 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27BDeepSeek-R1-Distill-Qwen-14BRatio
4,0960.25 GiB0.75 GiB3.00×
8,1920.50 GiB1.50 GiB3.00×
16,3841.00 GiB3.00 GiB3.00×
32,7682.00 GiB6.00 GiB3.00×
65,5364.00 GiB12.00 GiB3.00×
131,0728.00 GiB24.00 GiB3.00×