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M. Kowalski

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#artificial intelligence Preprint Sep 2026

Beyond Repeated Sampling: Learning Search Policies for LLM Reasoning

A small concept generator is optimized with reinforcement learning so that its concepts maximize the downstream success of a larger, frozen answer generator, and can thus be trained into an effective, reusable search policy for a much larger one.

Ismail Labiad, M. Kowalski, Marc Schoenauer et al. · 0 citations

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