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- 00-scored-evidence-summary
- claim-1-selecting-better-reasoning-at-test-time-leads-to-u
- claim-1-the-me2-principle-characterizes-reasoning-traces-a
- claim-2-the-paper-represents-reasoning-traces-as-dags-with
- claim-2-using-thinking-rewards-in-reinforcement-learning-t
- claim-3-trm-is-trained-from-a-trm-preference-dataset-with
- claim-4-trm-reaches-88-6-accuracy-on-the-validation-set-pa
- claim-5-trm-guided-best-of-n-test-time-selection-improves
- claim-6-trm-guided-rl-improves-stem-and-math-benchmark-ave
- conclusion
- reproduction-protocol-and-provenance
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