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Research Show Reasoning Models Improve With Any Rewards

Summary by Next Big Future

RLVR amplifies reasoning patterns that already exist. Qwen2.5-Math can uniquely do “code reasoning”-solving math by writing Python💻 (without execution). Code reasoning correlates with correctness (64% w/ vs 29% w/o). Spurious training amplifies code usage to 90%+. Just having reasoning models do more work in general, makes them improve performance. 💡Our hypothesis: RLVR amplifies reasoning patterns ...

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Next Big Future

Research Show Reasoning Models Improve With Any Rewards

RLVR amplifies reasoning patterns that already exist. Qwen2.5-Math can uniquely do “code reasoning”-solving math by writing Python💻 (without execution). Code reasoning correlates with correctness (64% w/ vs 29% w/o). Spurious training amplifies code usage to 90%+. Just having reasoning models do more work in general, makes them improve performance. 💡Our hypothesis: RLVR amplifies reasoning patterns ...

5 days ago·United States

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Next Big Future broke the news in United States 5 days ago on Thursday, May 29, 2025.

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