Model comparison

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

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

UncensoredLM-DeepSeek-R1-Distill-Qwen-14BQwen3.6-27B
Parameters14.2B27.8B
Architectureqwen2qwen35
Layers4664
Native context131,072262,144
Mixture of expertsnono
Quantizations published2540
Smallest quantization4.23 GiB8.74 GiB
Q4_K_M8.05 GiB15.41 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextUncensoredLM-DeepSeek-R1-Distill-Qwen-14BQwen3.6-27BRatio
4,0960.72 GiB0.25 GiB2.87×
8,1921.44 GiB0.50 GiB2.87×
16,3842.88 GiB1.00 GiB2.87×
32,7685.75 GiB2.00 GiB2.87×
65,53611.50 GiB4.00 GiB2.87×
131,07223.00 GiB8.00 GiB2.87×