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cs.LG 1

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2025 1

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CONDITIONAL 1

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Learning to Refine: Self-Refinement of Parallel Reasoning in LLMs

cs.LG · 2025-08-27 · conditional · novelty 6.0

GSR jointly trains LLMs to generate candidate solutions and refine a superior final answer from them, achieving state-of-the-art performance on five mathematical benchmarks while transferring across model scales.

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  • Learning to Refine: Self-Refinement of Parallel Reasoning in LLMs cs.LG · 2025-08-27 · conditional · none · ref 4

    GSR jointly trains LLMs to generate candidate solutions and refine a superior final answer from them, achieving state-of-the-art performance on five mathematical benchmarks while transferring across model scales.