Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces

In three linesModern reasoning models efficiently select relevant options from hundreds of thousands of candidates. Researchers characterize this process in two phases: broad shortlisting followed by fine-grained reasoning. This decomposition enables mechanistic distillation outperforming standard approaches.

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