作者位次 #2/6ACL 2026Findings· Findings of ACL
Chronos: Learning Temporal Dynamics of Reasoning Chains for Test-Time Scaling
Kai Zhang · Jiayi Liao · Chengpeng Li · Ziyuan Xie · Sihang Li · Xiang Wang
摘要
Test-Time Scaling (TTS) has emerged as an effective paradigm for improving the reasoning performance of large language models (LLMs). However, existing methods — most notably majority voting and heuristic token-level scoring — treat reasoning traces or tokens equally, thereby being susceptible to...