TOPReward: Token Probabilities as Hidden Zero-Shot Rewards for Robotics. - Shirui Chen; Cole Harrison; Ying-Chun Lee; Angela Jin Yang; Zhongzheng Ren; Lillian J. Ratliff; Jiafei Duan; Dieter Fox; Ranjay Krishna (CoRR, 2026)