Author

Hinrich Schutze

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Preprint Oct 2026

Bridged Self-Distillation for On-Policy Learning

On-policy distillation can transfer the reasoning capabilities of a strong teacher to a smaller student. However, distillation from a stronger teacher model faces two mismatches: its solutions may be difficult for a smaller student to imitate, and its token-level probabilities may be incompatible with, or even unavaila...

Run-Sheng Chen, Yi-Hong Liu, Rao-Yuan Zhao et al. · 0 citations

#artificial intelligence Preprint Apr 2026

Do We Still Need Humans in the Loop? Human vs. LLM Annotation in Active Learning for TikTok Hate Speech Detection

LLM annotation at scale outperforms human-supervised classifiers at roughly one-tenth the cost, for both a closed-source and an open-weight LLM, and the advantage is robust under soft-label evaluation.

Ahmad Dawar Hakimi, Lea Hirlimann, Isabelle Augenstein et al. · 0 citations