On-policy Reinforcement Fine-tuning with Offline reward for Multi-step Embodied Planning. - Di Wu; Jiaxin Fan; Chloe Gu; Guanbo Wang; Wei Yin; Wenhao Li 001; Bo Jin 003 (ACL (1), 2026)