Model comparison

Qwen3.6-27B vs gemma-4-31B-it-Claude-Opus-Distill-v2

At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 18,687,063,456. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 3.1× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-27Bgemma-4-31B-it-Claude-Opus-Distill-v2
Parameters27.8B32.7B
Architectureqwen35gemma4
Layers6460
Native context262,144262,144
Mixture of expertsnono
Quantizations published408
Smallest quantization8.74 GiB12.82 GiB
Q4_K_M15.41 GiB17.40 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27Bgemma-4-31B-it-Claude-Opus-Distill-v2Ratio
4,0960.25 GiB1.80 GiB7.18×
8,1920.50 GiB2.42 GiB4.84×
16,3841.00 GiB3.67 GiB3.67×
32,7682.00 GiB6.17 GiB3.09×
65,5364.00 GiB11.17 GiB2.79×
131,0728.00 GiB21.17 GiB2.65×