Model comparison
Unlimited-OCR vs Qwen3-VL-4B-Instruct
At Q4_K_M, Unlimited-OCR is the smaller download — 1,950,321,792 bytes against 2,497,281,568.
From the file· summed bytes, KV per layer
Side by side
| Unlimited-OCR | Qwen3-VL-4B-Instruct | |
|---|---|---|
| Parameters | 3.3B | 4.4B |
| Architecture | deepseek2-ocr | qwen3vl |
| Layers | 12 | 36 |
| Native context | 32,768 | 262,144 |
| Mixture of experts | yes, 64 experts | no |
| Quantizations published | 21 | 26 |
| Smallest quantization | 1.15 GiB | 1.01 GiB |
| Q4_K_M | 1.82 GiB | 2.33 GiB |
| Licence | mit | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | Unlimited-OCR | Qwen3-VL-4B-Instruct | Ratio |
|---|---|---|---|
| 4,096 | — | 0.56 GiB | — |
| 8,192 | — | 1.13 GiB | — |
| 16,384 | — | 2.25 GiB | — |
| 32,768 | — | 4.50 GiB | — |
| 65,536 | — | 9.00 GiB | — |
| 131,072 | — | 18.00 GiB | — |