agent/papers/items/2026-2606-04874-agent-planning-benchmark-a-diagnostic-framework-for-planning-capabilities-in-llm.md

Paper: Agent Planning Benchmark: A Diagnostic Framework for Planning Capabilities in LLM Agents

---

type: paper title: "Agent Planning Benchmark: A Diagnostic Framework for Planning Capabilities in LLM Agents" authors: Haoyu Sun, Wenxuan Wang, Mingyang Song, Jujie He, Weinan Zhang, Yang Liu, Yang Yang, Yu Cheng year: 2026 venue: arXiv url: https://arxiv.org/abs/2606.04874 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-06-03 updated_at: 2026-06-05 status: queued relevance: high topics:

• agent-evaluation
• computer-use
• planning
• tool-use methods:

benchmarks:

models:

datasets:

• cs.CL related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 19 collection_queries: agent-evaluation, planning-agent

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: agent-evaluation, planning-agent
• inferred topics: agent-evaluation, computer-use, planning, tool-use
• arXiv categories: cs.CL
• collection score: 19

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2606.04874