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Your Teacher Can't Help You Here: Combating Supervision Fidelity Decay in On-Policy Distillation
arXiv:2605.30833v1 Announce Type: new Abstract: On-policy distillation transfers reasoning capabilities by training a student model on its own generated trajectories using token-level feedback from a teacher. However, we identify a critical bottleneck, \textbf{Supervision Fidelity Decay (SFD)}: as student-generated prefixes lengthen, the teacher's next-token distribution becomes less confident and less discriminative. Consequently, the teacher-dependent corrective signal in reverse-KL...
Gold Coast mayor questions axing of more than 500 affordable homes
Gold Coast mayor calls out Qld government for axing more than 500 affordable homes Wed 10 Jun 2026 at 3:31pm In short: Gold Coast mayor Tom Tate has called for the state to guarantee more affordable homes after 550 were scrapped from a new development. Deputy Premier Jarrod Bleijie wrote to developers in May requesting the removal of an affordable housing component for two south-east Queensland developments. Mr Bleijie has defended the decision, saying it will lead to an increase in housing...