SmolDocling is a compact, document-focused vision-language model that punches above its weight for parsing structured documents — tables, figures, code blocks, and page layouts. At 256M parameters it's deliberately lightweight, trading broad general knowledge for tight specialization in document understanding. Expect strong performance on OCR-heavy and layout-aware tasks, but limited conversational depth.