Author

Wenhao Zeng

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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

Review Aug 2026

SWE-Bench ProMax: Benchmarking Agents on Large-Scale Multilingual Code Refactoring

SWE-Bench ProMax is introduced, an expert-curated, multilingual code refactoring benchmark of 170 instances drawn from real commits across seven programming languages, which presents a meaningful and unsaturated challenge for current AI coding agents.

Yuling Shi, Jingheng Xu, Kelin Fu et al. · 5 citations