| | --- |
| | |
| | language: |
| | - en |
| | - zh |
| | license: apache-2.0 |
| | viewer: false |
| | task_categories: |
| | - text-generation |
| | tags: |
| | - planning |
| | - llm-benchmark |
| | - reasoning |
| | - autonomous-agents |
| | pretty_name: DeepPlanning |
| | size_categories: |
| | - 1k<n<10k |
| | --- |
| | |
| | # DeepPlanning: Benchmarking Long-Horizon Agentic Planning with Verifiable Constraints |
| |
|
| | DeepPlanningBench is a challenging benchmark for evaluating long-horizon agentic planning capabilities of large language models (LLMs) with verifiable constraints. It features realistic multi-day travel planning and multi-product shopping tasks that require proactive information acquisition, local constrained reasoning, and global constrained optimization. |
| |
|
| | 🌐 Website: https://qwenlm.github.io/Qwen-Agent/en/benchmarks/deepplanning/ |
| |
|
| | 📄 Paper: https://arxiv.org/abs/2601.18137 |
| |
|
| | ## Introduction |
| |
|
| | While agent evaluation has shifted toward long-horizon tasks, most benchmarks still emphasize local, step-level reasoning rather than the global constrained optimization (e.g., time and financial budgets) that demands genuine planning ability. DeepPlanning addresses this gap by introducing practical long-horizon agent planning scenarios that require: |
| |
|
| | - **Proactive Information Acquisition**: Actively gathering information through API calls to discover hidden environment states |
| | - **Local Constrained Reasoning**: Satisfying step-level logic and specific requirements |
| | - **Global Constrained Optimization**: Managing holistic boundaries like total budget caps and multi-day time feasibility |
| |
|
| | The benchmark includes two main domains: |
| | - **Travel Planning**: Multi-day trip organization with tightly coupled time, location, and budget constraints |
| | - **Shopping Planning**: Combinatorial optimization problems to find optimal products while maximizing discount utility |
| |
|
| | ## Citation |
| |
|
| | If you find our work useful, please consider citing: |
| |
|
| | ```bibtex |
| | @article{deepplanning, |
| | title={DeepPlanning: Benchmarking Long-Horizon Agentic Planning with Verifiable Constraints}, |
| | author={ |
| | Yinger Zhang and Shutong Jiang and Renhao Li and Jianhong Tu and Yang Su and |
| | Lianghao Deng and Xudong Guo and Chenxu Lv and Junyang Lin |
| | }, |
| | journal={arXiv preprint arXiv:2601.18137}, |
| | year={2026} |
| | } |
| | |
