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Lightning OPD: Efficient Post-Training for Large Reasoning Models with Offline On-Policy Distillation

Lightning OPD is proposed, an offline on-policy distillation framework that enforces teacher consistency and eliminates the need for a live teacher server entirely and achieves comparable performance to standard OPD while delivering 4.0x higher training efficiency.

Ye-Cheng Wu, Song Han, H. Cai · 30 citations · ⚡2

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