A conformal procedure for CoT replaces majority voting with weighted aggregation and calibrates abstention to guarantee low confident-error rates, achieving 90.1% selective accuracy on GSM8K by abstaining on under 5% of cases.
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A quasi-natural experiment on a leading OMHC finds that generative AI integration increases counselor public posting intensity, triggers heterogeneous responses by motivation type, and produces cross-tier spillovers to paid consultations.
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Pause and Reflect: Conformal Aggregation for Chain-of-Thought Reasoning
A conformal procedure for CoT replaces majority voting with weighted aggregation and calibrates abstention to guarantee low confident-error rates, achieving 90.1% selective accuracy on GSM8K by abstaining on under 5% of cases.
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Generative AI and Two-Tiered Online Mental Health Communities
A quasi-natural experiment on a leading OMHC finds that generative AI integration increases counselor public posting intensity, triggers heterogeneous responses by motivation type, and produces cross-tier spillovers to paid consultations.