RolmOCR is a specialist — it lives and breathes document parsing, turning images of text into clean, accurate transcriptions. Built on Qwen2.5's vision backbone, it handles messy scans, handwriting, and complex layouts with notable reliability. Its narrow focus means it excels at extraction tasks but isn't designed for general-purpose reasoning or conversation.