Model comparison
Qwen3.6-27B vs Equinox-31B
At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 18,687,062,400. 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
| Qwen3.6-27B | Equinox-31B | |
|---|---|---|
| Parameters | 27.8B | 31.3B |
| Architecture | qwen35 | gemma4 |
| Layers | 64 | 60 |
| Native context | 262,144 | 262,144 |
| Mixture of experts | no | no |
| Quantizations published | 40 | 37 |
| Smallest quantization | 8.74 GiB | 10.09 GiB |
| Q4_K_M | 15.41 GiB | 17.40 GiB |
| Licence | apache-2.0 | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | Qwen3.6-27B | Equinox-31B | Ratio |
|---|---|---|---|
| 4,096 | 0.25 GiB | 1.80 GiB | 7.18× |
| 8,192 | 0.50 GiB | 2.42 GiB | 4.84× |
| 16,384 | 1.00 GiB | 3.67 GiB | 3.67× |
| 32,768 | 2.00 GiB | 6.17 GiB | 3.09× |
| 65,536 | 4.00 GiB | 11.17 GiB | 2.79× |
| 131,072 | 8.00 GiB | 21.17 GiB | 2.65× |