Research questionHow should synthetic OCR supervision transfer to real printed and handwritten Thai documents without OCR labels?Synthetic pages provide exact labels at scale, but transfer depends on which aspects of real documents are reproduced. Typography, spatial structure, handwriting glyphs, source domain, and page-versus-crop training can affect printed and handwritten recognition differently.