Author

Chao Hu

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Preprint Aug 2026

ParaTempo: Efficient Parallel Reasoning via Temporal Confidence

ParaTempo is a training-free asynchronous parallel reasoning framework driven by temporal confidence, a branch-local measure of answer-space convergence that reduces average latency, and exhibits stronger temporal stability and predictive power for future branch convergence than token-level and instantaneous signals.

Xuteng Zhang, Wenhao Zeng, Xiaodong Gu et al. · 1 citation