Model comparison
Unlimited-OCR vs gemma-4-E2B-it
At Q4_K_M, Unlimited-OCR is the smaller download — 1,950,321,792 bytes against 3,106,738,272.
From the file· summed bytes, KV per layer
Side by side
| Unlimited-OCR | gemma-4-E2B-it | |
|---|---|---|
| Parameters | 3.3B | 5.1B |
| Architecture | deepseek2-ocr | gemma4 |
| Layers | 12 | 35 |
| Native context | 32,768 | 131,072 |
| Mixture of experts | yes, 64 experts | no |
| Quantizations published | 21 | 54 |
| Smallest quantization | 1.15 GiB | 2.13 GiB |
| Q4_K_M | 1.82 GiB | 2.89 GiB |
| Licence | mit | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | Unlimited-OCR | gemma-4-E2B-it | Ratio |
|---|---|---|---|
| 4,096 | — | 0.05 GiB | — |
| 8,192 | — | 0.08 GiB | — |
| 16,384 | — | 0.14 GiB | — |
| 32,768 | — | 0.25 GiB | — |
| 65,536 | — | 0.46 GiB | — |
| 131,072 | — | 0.90 GiB | — |