Author

Shrey Pandit

University of Texas at Austin

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Preprint Aug 2026

Privileged Likelihood Is Not Automatically Value: Three Checks for Token Credit in On-Policy Self-Distillation

The results suggest that dense credit assignment through distillation can be effective when its likelihood-based scores are empirically validated as meaningful proxies for outcome-relevant credit, when this alignment does not hold.

Xuan-Phi Nguyen, Shrey Pandit, Yiran Zhao et al. · 1 citation