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Preprint Aug 2026

Truncate Bad, Upweight Good: BoN-Style Distillation via Rank-Based Classification

This work proposes TUP: a Truncate-bad, Upweight-good Policy that removes low-ranked completions from the support and reweights only the retained upper tail with a tunable sharpness, and shows that TUP is competitive with strong offline alignment baselines.

Yarin Bar, Yaniv Romano · 0 citations

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