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Anil Babu Ankisettipalli

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#artificial intelligence Preprint Sep 2026

On-Policy Distillation Meets Off-Policy GRPO: Training Compact Instruction-Following Rerankers

Control comparisons against offline pairwise RankNet KD and on-policy GKD show that neither changing the offline distillation objective nor moving teacher-distribution matching on-policy reproduces the performance of reward-based on-policy distillation over student-sampled rankings.

Vignesh Prabhakar, Jiagi Pan, Anil Babu Ankisettipalli · 0 citations

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