Figure It Out: Improve the Frontier of Reasoning with Executable Visual States

Meiqi Chen, Fandong Meng, Jie Zhou

Complex reasoning problems often involve implicit spatial and geometric relationships that are not explicitly encoded in text. While recent reasoning models perform well across man…