Model comparison

OvisOCR2 vs Qwen3-VL-2B-Instruct

At Q4_K_M, OvisOCR2 is the smaller download — 529,297,280 bytes against 1,107,409,952. At long context the gap widens: OvisOCR2's KV cache at 32K is 9.3× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

OvisOCR2Qwen3-VL-2B-Instruct
Parameters853M2.1B
Architectureqwen35qwen3vl
Layers2428
Native context262,144262,144
Mixture of expertsnono
Quantizations published4346
Smallest quantization0.35 GiB0.50 GiB
Q4_K_M0.49 GiB1.03 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextOvisOCR2Qwen3-VL-2B-InstructRatio
4,0960.05 GiB0.44 GiB9.33×
8,1920.09 GiB0.88 GiB9.33×
16,3840.19 GiB1.75 GiB9.33×
32,7680.38 GiB3.50 GiB9.33×
65,5360.75 GiB7.00 GiB9.33×
131,0721.50 GiB14.00 GiB9.33×