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+ # SEG-ATP: Segment-Level Learning for LLM-Based Theorem Proving
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+ This repository contains the policy model used in the paper **"Rethinking Supervision Granularity: Segment-Level Learning for LLM-Based Theorem Proving"**.
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+ ## Model
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+ The model is fully fine-tuned from [Qwen2.5-Math-7B](https://huggingface.co/Qwen/Qwen2.5-Math-7B) using segment-level supervision constructed from Lean 4 proof trajectories.
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+ ## Training Data
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+ The model is trained using proof trajectories derived from STP, LeanWorkbook, and NuminaMath-LEAN.
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+ ## Usage
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+ Please refer to the GitHub repository for preprocessing, inference, and evaluation details:
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+ https://github.com/NJUDeepEngine/SEG-ATP
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+ ## Citation
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+ ```bibtex
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+ @article{xu2026rethinking,
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+ title={Rethinking Supervision Granularity: Segment-Level Learning for LLM-Based Theorem Proving},
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+ author={Xu, Shuo and Zhang, Jiakun and Lai, Junyu and Cao, Chun and Xu, Jingwei},
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+ journal={arXiv preprint},
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+ year={2026}
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+ }