Peng Bo
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126
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ML×1NLP×1
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2026
OmniOPD: Logit-Free On-Policy Distillation via Speculative Verification
OmniOPD introduces a logit-free, chunk-level distillation framework that improves on standard On-Policy Distillation by using semantic similarity and peak-entropy scheduling, achieving state-of-the-art performance even with black-box teachers.
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Papers
cs.LGcs.CLRecentMay 31, 2026
OmniOPD: Logit-Free On-Policy Distillation via Speculative Verification
Yuhang Zhou, Lizhu Zhang, Yifan Wu, Mingyi Wang +4 more
OmniOPD introduces a logit-free, chunk-level distillation framework that improves on standard On-Policy Distillation by using semantic similarity and peak-entropy scheduling, achieving state-of-the-ar…
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