Active parameter parity does not establish OCR or vision parity
Compare multimodal models using their image encoder, visual token budget, exact extraction metrics and acceptance behavior, not active language parameter counts alone. A broad visual reasoning advantage is a useful prior but cannot be converted into an exact identifier error redu…