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  3. 📈 Flexible scalability: Robust performance across diverse inference budgets on reasoning benchmarks like AIME and LiveCodeBench.
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  4. ⚙️ Better performance with fewer tokens: Our trained model generates outputs that are 30% shorter while maintaining (or even improving) accuracy.
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- <p align="center">
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- <img src="figs/aime.png" width="40%" /><img src="figs/livecode.png" width="40%" />
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- </p>
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-
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  <p align="center">
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  <img src="figs/codetable.png" width="90%" />
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  </p>
 
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  3. 📈 Flexible scalability: Robust performance across diverse inference budgets on reasoning benchmarks like AIME and LiveCodeBench.
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  4. ⚙️ Better performance with fewer tokens: Our trained model generates outputs that are 30% shorter while maintaining (or even improving) accuracy.
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  <p align="center">
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  <img src="figs/codetable.png" width="90%" />
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  </p>