Teaching AI to read a map

Google researchers introduced MapTrace, a synthetic data pipeline to train multimodal large language models to trace valid paths on maps. The system generates 2 million question-answer pairs using Gemini 2.5 Pro and Imagen-4 Models. The work addresses a critical gap where models recognize images but fail at geometric and topological reasoning.