MathGen: Revealing the Illusion of Mathematical Competence through Text-to-Image Generation

ArXi:2603.27959v1 Announce Type: new Modern generative models have nstrated the ability to solve challenging mathematical problems. In many real-world settings, however, mathematical solutions must be expressed visually through diagrams, plots, geometric constructions, and structured symbolic layouts, where correctness depends on precise visual composition. Can generative models still do so when the answer must be rendered visually rather than written in text? To study this problem, we