Model comparison
Pantheon-Reasoning-31B-1.1 vs gemma-4-E4B-it
At Q4_K_M, gemma-4-E4B-it is the smaller download — 4,977,171,584 bytes against 19,479,786,752. At long context the gap widens: gemma-4-E4B-it's KV cache at 32K is 12.2× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
| Pantheon-Reasoning-31B-1.1 | gemma-4-E4B-it | |
|---|---|---|
| Parameters | 32.7B | 8.0B |
| Architecture | gemma4 | gemma4 |
| Layers | 60 | 42 |
| Native context | 262,144 | 131,072 |
| Mixture of experts | no | no |
| Quantizations published | 34 | 36 |
| Smallest quantization | 7.10 GiB | 3.30 GiB |
| Q4_K_M | 18.14 GiB | 4.64 GiB |
| Licence | apache-2.0 | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | Pantheon-Reasoning-31B-1.1 | gemma-4-E4B-it | Ratio |
|---|---|---|---|
| 4,096 | 1.80 GiB | 0.12 GiB | 14.60× |
| 8,192 | 2.42 GiB | 0.18 GiB | 13.63× |
| 16,384 | 3.67 GiB | 0.29 GiB | 12.79× |
| 32,768 | 6.17 GiB | 0.51 GiB | 12.20× |
| 65,536 | 11.17 GiB | 0.94 GiB | 11.84× |
| 131,072 | 21.17 GiB | 1.82 GiB | 11.64× |