TOPReward: Token Probabilities as Hidden Zero-Shot Rewards for Robotics

Shirui Chen, Cole Harrison, Ying-Chun Lee +6

General-purpose robot learning requires dense, instruction-conditioned feedback that can distinguish meaningful task progress from stalled, failed, or partially completed behavior.…