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Tunstall warns self-distillation on RLVR rollouts can produce hallucinations

1 article1 sourcesince Nov 2Last article 2h ago ·

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Lewis Tunstall, a Hugging Face researcher, says self-distillation raises reward but can cause hallucinations.

In this method, RLVR is run on a base model and the model is then fine-tuned on its own correct rollouts. Tunstall says rewarding only the final answer also rewards outputs that cite studies and databases that do not exist, so he argues the training data needs closer inspection. The claim is from a single post on X dated November 2, 2026.

Written by AI from the articles below · updated Nov 2, 11:49 AM ET

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Nov 2
  1. Lewis TunstallX
    Lewis Tunstall warns self-distillation on RLVR rollouts can cause hallucinations

    AILewis Tunstall says self-distillation, which runs RLVR on a base model and fine-tunes on its correct rollouts, raises reward but can produce hallucinations. He says final-answer correctness rewards outputs such as citations to studies and databases that do not exist, so the training data needs closer inspection.

    Image from @_lewtun's post

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