Model comparison

EuroLLM-22B-Instruct-2512 vs Qwen3.6-27B

At Q4_K_M, EuroLLM-22B-Instruct-2512 is the smaller download — 13,658,576,160 bytes against 16,547,397,888. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 3.4× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

EuroLLM-22B-Instruct-2512Qwen3.6-27B
Parameters22.6B27.8B
Architecturellamaqwen35
Layers5464
Native context32,768262,144
Mixture of expertsnono
Quantizations published3640
Smallest quantization6.53 GiB8.74 GiB
Q4_K_M12.72 GiB15.41 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextEuroLLM-22B-Instruct-2512Qwen3.6-27BRatio
4,0960.84 GiB0.25 GiB3.37×
8,1921.69 GiB0.50 GiB3.37×
16,3843.38 GiB1.00 GiB3.37×
32,7686.75 GiB2.00 GiB3.37×
65,53613.50 GiB4.00 GiB3.37×
131,07227.00 GiB8.00 GiB3.37×