Author

Chenyuan Zhang

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Jul 2026

What We Talk About When We Talk About LLM Planning: Evidence for Two Distinct Planning Abilities

When LLMs exhibit uneven performance across planning tasks, these gaps are often attributed to task difficulty. We argue that this explanation is incomplete, as task-level variation may reflect distinct latent planning competencies rather than differences along a single ability spectrum. We study this question on ACPBe...

Sukai Huang, Chenyuan Zhang, Fu-Cai Ke et al. · arXiv.org · 0 citations