Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners

Zheng Lu, Mingqi Gao, Qinlei Xie +8

Current benchmarks for embodied vision-language planning often favor linguistic next-token prediction over physically grounded next-state reasoning. This rewards models that mimic…