SciFlow-Bench: Evaluating Structure-Aware Scientific Diagram Generation via Inverse Parsing
SciFlowBench evaluates how well AI models can generate scientific diagrams by testing their ability to maintain logical structure after creating an image. It uses a round-trip process: generating a diagram, then parsing that image back into a graph to compare it against the correct structure. The findings show that visual realism does not guarantee structural accuracy, highlighting the need for structure-first evaluation.