reasoning benchmark
DeepPlanning
DeepPlanning evaluates LLMs on complex multi-step planning tasks requiring long-horizon reasoning, goal decomposition, and strategic decision-making.
Updated Aug 11, 2026
Models9
Model coverage9
MetricScore
EvidenceB
DeepPlanning Ranking
Higher score ranks better on this benchmark.
| 01 | AC | 62.3% | 100.0% | 9 | C | |
| 02 | AC | 41.5% | 87.5% | 9 | C | |
| 03 | AC | 34.3% | 75.0% | 9 | C | |
| 04 | AC | 25.9% | 62.5% | 9 | C | |
| 05 | AC | 24.1% | 50.0% | 9 | C | |
| 06 | AC | 22.8% | 37.5% | 9 | C | |
| 07 | AC | 22.6% | 25.0% | 9 | C | |
| 08 | AC | 18.0% | 12.5% | 9 | C | |
| 09 | AC | 17.6% | 0.0% | 9 | C |
DeepPlanning Score Distribution
A closer view of the leading scores on this benchmark.
DeepPlanning Highlights
The leading models and scores on this benchmark.
What is DeepPlanning?
What DeepPlanning measures and how its scores work.
DeepPlanning evaluates LLMs on complex multi-step planning tasks requiring long-horizon reasoning, goal decomposition, and strategic decision-making.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- DeepPlanning
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- deep-planning|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about DeepPlanning.
Which model scores highest on DeepPlanning?
Qwen3.7-Plus is currently ranked first with 62.3%.
What does DeepPlanning measure?
DeepPlanning evaluates LLMs on complex multi-step planning tasks requiring long-horizon reasoning, goal decomposition, and strategic decision-making.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
9 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.