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2026-11-01

82% of the RL gain is finishing on time.

AI Research Product Brief
AI Research Product Brief@tianchong sun
Twenty released RL models, read against their bases at fixed token budgets 1. Most of the gain was learning to stop in time 2.

References

  1. 1
    What Outcome RL Buys: Finishing, Reliability, Rarely Reach

    arxiv.org

  2. 2
    The same paper's full text, with the tables behind these numbers

    arxiv.org

AI Research Product Brief
AI Research Product Brief@tianchong sun

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