Self-distillation pitfall: reward rises, but the model hallucinates nonexistent studies

_lewtun · x · 2026-11-03

Lewis Tunstall notes the obvious alternative without a stronger teacher is self-distillation: run RLVR on the base model, keep correct rollouts, and SFT on them. Reward goes up, but final-answer-only correctness breeds hallucinations like citing studies and databases that don't exist — so the data itself must be inspected carefully.

Related event: HuggingFace Open-Sources FineDNA Recipe, Bypassing Teacher Distillation(4 posts)→

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