Model comparison
Qwen3.6-27B vs EuroLLM-22B-Instruct-2512
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
| Qwen3.6-27B | EuroLLM-22B-Instruct-2512 | |
|---|---|---|
| Parameters | 27.8B | 22.6B |
| Architecture | qwen35 | llama |
| Layers | 64 | 54 |
| Native context | 262,144 | 32,768 |
| Mixture of experts | no | no |
| Quantizations published | 40 | 36 |
| Smallest quantization | 8.74 GiB | 6.53 GiB |
| Q4_K_M | 15.41 GiB | 12.72 GiB |
| Licence | apache-2.0 | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | Qwen3.6-27B | EuroLLM-22B-Instruct-2512 | Ratio |
|---|---|---|---|
| 4,096 | 0.25 GiB | 0.84 GiB | 3.37× |
| 8,192 | 0.50 GiB | 1.69 GiB | 3.37× |
| 16,384 | 1.00 GiB | 3.38 GiB | 3.37× |
| 32,768 | 2.00 GiB | 6.75 GiB | 3.37× |
| 65,536 | 4.00 GiB | 13.50 GiB | 3.37× |
| 131,072 | 8.00 GiB | 27.00 GiB | 3.37× |