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Model: kfdong/STP_model_Lean Source: Original Platform
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README.md
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---
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base_model:
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- deepseek-ai/DeepSeek-Prover-V1.5-SFT
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datasets:
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- kfdong/STP_Lean
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- internlm/Lean-Workbook
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license: mit
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pipeline_tag: text-generation
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library_name: transformers
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---
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This is the final Self-play Theorem Prover model as described in the paper [https://arxiv.org/abs/2502.00212](https://arxiv.org/abs/2502.00212). The training and evalution code is avaliable [here](https://github.com/kfdong/STP/tree/main).
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```tex
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@article{dong2025beyond,
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title={Beyond Limited Data: Self-play LLM Theorem Provers with Iterative Conjecturing and Proving},
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author={Dong, Kefan and Ma, Tengyu},
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journal={arXiv preprint arXiv:2502.00212},
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year={2025}
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}
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```
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## 1. Evaluation Results
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The table below compares the pass@3200 performance of STP (our model) and DeepSeek-Prover-V1.5 on miniF2F-test and ProofNet-test.
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<div align="center">
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| | miniF2F-test | ProofNet-test |
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|--------|------------------|------------------|
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| **DeepSeek-Prover-V1.5-SFT** | 53.3% ± 0.5% | 21.0% ± 0.9% |
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| **DeepSeek-Prover-V1.5-RL** | 54.9% ± 0.7% | 22.0% ± 0.5% |
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| **STP** | **61.7% ± 0.6%** | **23.1% ± 0.5%** |
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</div>
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## 2. Dataset
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We also release the dataset [here](https://huggingface.co/datasets/kfdong/STP_Lean), which contains:
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- Extracted examples from mathlib4,
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- Generated correct proofs of statements in LeanWorkbook,
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- Generated correct proofs of conjectures proposed by our model during self-play training.
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Our final model is finetuned from DeepSeek-Prover-V1.5-SFT with this dataset for 1 epoch.
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config.json
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"chat_template": "{%- set found_item = false -%}\n{%- for message in messages -%}\n {%- if message['role'] == 'system' -%}\n {%- set found_item = true -%}\n {%- endif -%}\n{%- endfor -%}\n{%- if not found_item -%}\n{{'You are an AI programming assistant, utilizing the Deepseek Coder model, developed by Deepseek Company, and you only answer questions related to computer science. For politically sensitive questions, security and privacy issues, and other non-computer science questions, you will refuse to answer.\\n'}}\n{%- endif %}\n{%- for message in messages %}\n {%- if message['role'] == 'system' %}\n{{ message['content'] }}\n {%- else %}\n {%- if message['role'] == 'user' %}\n{{'### Instruction:\\n' + message['content'] + '\\n'}}\n {%- else %}\n{{'### Response:\\n' + message['content'] + '\\n<|EOT|>\\n'}}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{{'### Response:\\n'}}\n",
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