Model comparison

Qwen3.6-27B vs Llama-3_1-Nemotron-51B-Instruct

At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 31,037,307,136. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 40.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-27BLlama-3_1-Nemotron-51B-Instruct
Parameters27.8B51.5B
Architectureqwen35deci
Layers6480
Native context262,144131,072
Mixture of expertsnono
Quantizations published4025
Smallest quantization8.74 GiB13.07 GiB
Q4_K_M15.41 GiB28.91 GiB
Licenceapache-2.0other

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27BLlama-3_1-Nemotron-51B-InstructRatio
4,0960.25 GiB10.00 GiB39.97×
8,1920.50 GiB20.00 GiB39.99×
16,3841.00 GiB40.00 GiB39.99×
32,7682.00 GiB80.00 GiB40.00×
65,5364.00 GiB160.00 GiB40.00×
131,0728.00 GiB320.00 GiB40.00×