DeepPlanning: leaderboard

Planning benchmark for complex multi-step tasks that require decomposing goals, tracking constraints, and revising a plan over a long reasoning horizon.

Metric: Score (%). Source: arxiv.org. Source: llm-stats.com. 10 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.7 Plus62.3#92
2Qwen 3.6 Plus41.5#120
3Qwen 3.5 397B A17B34.3#146
4Qwen 3 Max (Thinking)28.7#208 (Qwen 3 Max)
5Qwen 3.6 35B A3B25.9#226
6Qwen 3.5 122B A10B24.1#173
7Qwen 3.5 35B A3B22.8#256
8Qwen 3.5 27B22.6#187
9Qwen 3.5 9B18#379
10Qwen 3.5 4B17.6#475

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=deepplanning · How It Works · Data refreshed daily, snapshot 2026-10-20.