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RLTL;DR: Self-Improvement by Internalizing Self-Generated Feedback.

Apple Machine Learning ResearchResearch source·
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Apple Machine Learning Research describes RLTL;DR, a method for self-improvement that internalizes self-generated feedback, addressing limits of reinforcement learning with verifiable rewards on difficult self-improvement tasks.

Written by AI from Apple Machine Learning Research's published text.

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“The common paradigm of reinforcement learning with verifiable rewards (RLVR) is to let agents make multiple attempts at a task, and optimize towards the successful ones.”
Apple Machine Learning Research, 01 Oct 2026, 00:00.

A paper, laboratory publication or research report.

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