By using formal languages as an intermediate representation between language models and geometric rendering, this framework achieves high-precision diagram generation for math problems without human annotation—a scalable approach for creating training data in underexplored domains.
FormalAnalyticGeo is a framework that automatically generates multimodal analytic geometry problems by combining formal languages with neural models.