Duplicate from Qwen/DeepPlanning

Co-authored-by: jklj077 <jklj077@users.noreply.huggingface.co>

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README.md

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+---
+# 这一部分是 YAML 元数据，决定了网页上的标签
+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}
+}

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