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Hao-Ran Xin

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#artificial intelligence Preprint Oct 2026

DIAL-OPD: Learning More from Fewer Tokens in On-Policy Distillation

On-policy distillation (OPD) supervises student-generated trajectories with token-level teacher signals. Its sampled-token variant avoids the cost of full-vocabulary probabilities. Yet we find that training on fewer tokens can outperform full-token OPD, challenging the intuition that more supervision improves learning....

An-Hao Zhao, Hao-Ran Xin, Jun-Long Tong et al. · 0 citations

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