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benchmarking 1confidence filtering 1large language models 1metric design 1reasoning evaluation 1

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cs.CL2026

Filtered Reasoning Score: Evaluating Reasoning Quality on a Model's Most-Confident Traces

Manas Pathak, Xingyao Chen, Shuozhe Li +2

The paper introduces the Filtered Reasoning Score (FRS), a metric that evaluates the quality of reasoning traces from large language models by focusing on the most confident genera…