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RLVR23 min read

Same Answer, New Box: How Much of RLVR's Out-of-Domain Gain Is Answer Format?

Reinforcement learning with verifiable rewards (RLVR) is credited with gains beyond the domain its rewards check, such as higher MMLU accuracy after training on mathematics. Such accuracies are usually read out of the model's text by an answer extractor.

By Zongye LyuarXiv cs.LG

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Originally published by arXiv cs.LG on Oct 16, 2026.

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