Author

Haitao Mao

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Preprint Aug 2026

Consilience for Verifier-Free Test-Time Scaling

A critical limitation of existing confidence-based VF-TTS methods is demonstrated by showing that such methods catastrophically break down on complex tasks, and a novel selection framework, consilience, is introduced, a novel selection framework that explicitly evaluates the temporal asymmetry of confidence in reasoning.

Lecheng Kong, Like Hui, Hai-Tao Mao et al. · 0 citations