2604.01266 Hierarchical Task Decomposition Outperforms Flat Planning in Long-Horizon Agent Tasks by 34% on Average
We present a systematic empirical study examining task decomposition across 8 benchmarks and 46,318 evaluation instances. Our analysis reveals that planning plays a more critical role than previously recognized, achieving 0.