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license: mit
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license: mit
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# ProofNet
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## Dataset Description
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- **Repository:** [zhangir-azerbayev/ProofNet](https://github.com/zhangir-azerbayev/ProofNet)
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- **Paper:** [ProofNet](https://mathai2022.github.io/papers/20.pdf)
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- **Point of Contact:** [Zhangir Azerbayev](https://zhangir-azerbayev.github.io/)
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### Dataset Summary
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### Leaderboard
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**Statement Autoformalization**
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| Model | Typecheck Rate | Accuracy |
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| ---------------------------------- | -------------- | -------- |
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| Davinci-code-002 (prompt retrieval)| 45.2 | 16.1 |
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| Davinci-code-002 (in-context learning) | 23.7 | 13.4 |
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| proofGPT-1.3B | 10.7 | 3.2 |
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**Statement Informalization**
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| Model | Accuracy |
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| ---------------------------------- | -------- |
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| Code-davinci-002 (in-context learning)| 62.3 |
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| proofGPT-6.7B (in-context learning) | 6.5 |
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| proofGPT-1.3B (in-context learning) | 4.3 |
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### Data Fields
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- `"id"`: Unique string identifier for the problem.
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- `"nl_statement": Natural language theorem statement.
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- "nl_proof": Natural language proof, in LaTeX. Depends on `amsthm, amsmath, amssymb` packages.
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- "formal_statement": Formal theorem statement in Lean 3.
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- "src_header": File header including imports, namespaces, and locales required for the formal statement. Note that local import of [common.lean](https://github.com/zhangir-azerbayev/ProofNet/blob/main/benchmark/benchmark_to_publish/formal/common.lean), which has to be manually downloaded and place in the same directory as your `.lean` file containing the formal statement.
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### Contributions
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Zhangir Azerbayev, Bartosz Piotrowski, Jeremy Avigad
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[More Information Needed]
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