PivotOPD: Learning to Recover from Pivotal Mistakes in Multi-Turn Agents.

arXiv:2609.40285v1 Announce Type: new Abstract: On-policy distillation (OPD) is a promising approach for training language agents, providing dense teacher supervision on student-generated trajectories. However, in multi-turn interaction, an incorrect action ch