GeoThinker-$F$: Endogenous Predictive World Representations for Fast Spatial Intelligence

Haoyuan Li, Qihang Cao, Huanyuan Zhou +10

Existing geometry-aware Multimodal Large Language Models (MLLMs) increasingly rely on external 3D encoders to provide structural priors, but executing these additional encoder path…