作者位次 #5/10ACL 2026Findings· Findings of ACL
P ara C ook: On Time-Efficient Planning for Multi-Agent Systems
Shiqi Zhang · Xinbei Ma · Yunqing Xu · Zouying Cao · Pengrui Lu · Haobo Yuan · Tiancheng SHEN · Zhuosheng Zhang · Hai Zhao · Ming-Hsuan Yang
摘要
Large Language Models (LLMs) exhibit strong reasoning abilities for planning long-horizon, real-world tasks, yet existing agent benchmarks focus on task completion while neglecting time efficiency in parallel and asynchronous operations. To address this, we present ParaCook, a benchmark for time-...