Model comparison

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

At Q4_K_M, UncensoredLM-DeepSeek-R1-Distill-Qwen-14B is the smaller download — 8,639,113,408 bytes against 16,547,397,888. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 2.9× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-27BUncensoredLM-DeepSeek-R1-Distill-Qwen-14B
Parameters27.8B14.2B
Architectureqwen35qwen2
Layers6446
Native context262,144131,072
Mixture of expertsnono
Quantizations published4025
Smallest quantization8.74 GiB4.23 GiB
Q4_K_M15.41 GiB8.05 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27BUncensoredLM-DeepSeek-R1-Distill-Qwen-14BRatio
4,0960.25 GiB0.72 GiB2.87×
8,1920.50 GiB1.44 GiB2.87×
16,3841.00 GiB2.88 GiB2.87×
32,7682.00 GiB5.75 GiB2.87×
65,5364.00 GiB11.50 GiB2.87×
131,0728.00 GiB23.00 GiB2.87×