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README.md
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---
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language:
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- en
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- zh
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license: apache-2.0
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base_model: Qwen/Qwen3-14B
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library_name: transformers
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parameters: 14B
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---
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# Todo-14B
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This model can generate query-specific LLM-agent planning system is fine-tuned on **Qwen3-14B**. It is the official model checkpoint for the framework **TodoEvolve**, designed to generate customized planning structures (topology, initialization, adaptation and navigation) for various agentic tasks.
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Please check our paper: **[TodoEvolve: Learning to Architect Agent Planning Systems](https://arxiv.org/abs/2602.07839)**
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If you find this model useful, please kindly cite our paper:
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```bibtex
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@misc{liu2026todoevolvelearningarchitectagent,
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title={TodoEvolve: Learning to Architect Agent Planning Systems},
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author={Jiaxi Liu and Yanzuo Jiang and Guibin Zhang and Zihan Zhang and Heng Chang and Zhenfei Yin and Qibing Ren and Junchi Yan},
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year={2026},
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eprint={2602.07839},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={[https://arxiv.org/abs/2602.07839](https://arxiv.org/abs/2602.07839)},
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}
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```
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