Model comparison

Qwen3.6-27B vs Rombos-LLM-70b-Llama-3.3

At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 42,520,398,656. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 5.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-27BRombos-LLM-70b-Llama-3.3
Parameters27.8B70.6B
Architectureqwen35llama
Layers6480
Native context262,144131,072
Mixture of expertsnono
Quantizations published4044
Smallest quantization8.74 GiB14.29 GiB
Q4_K_M15.41 GiB39.60 GiB
Licenceapache-2.0llama3.3

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27BRombos-LLM-70b-Llama-3.3Ratio
4,0960.25 GiB1.25 GiB5.00×
8,1920.50 GiB2.50 GiB5.00×
16,3841.00 GiB5.00 GiB5.00×
32,7682.00 GiB10.00 GiB5.00×
65,5364.00 GiB20.00 GiB5.00×
131,0728.00 GiB40.00 GiB5.00×