Datalab Lift vs the Field: How a 9B Schema-First Extractor Compares with NuExtract3, LlamaExtract, Marker, and Docling

Datalab has introduced Lift, a specialized model designed to extract structured data from documents by mapping visual information directly to a provided JSON schema. Unlike typical pipelines that convert files to intermediate formats like Markdown before parsing, this tool processes document images to output schema-compliant results in a single step. This approach aims to streamline data extraction workflows by reducing the complexity and potential errors associated with multi-stage document processing.