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--- |
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tags: |
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- theorem-proving |
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- math |
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- lean |
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--- |
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## [miniCTX: Neural Theorem Proving with (Long-)Contexts]() |
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Lean 4 tactic prediction examples extracted from Mathlib. |
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These examples have **not** been formatted for instruction tuning (including data splits). |
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Please see `l3lab/ntp-mathlib-instruct-*` for datasets with instruction tuning examples. |
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### Version |
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Generated using `ntptoolkit`'s `ntp-training-data`. |
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It used the following config for `ntp-training-data`: |
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```json |
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{ |
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"repo": "https://github.com/leanprover-community/mathlib4", |
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"commit": "cf8e23a62939ed7cc530fbb68e83539730f32f86", |
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"lean": "leanprover/lean4:v4.4.0", |
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"name": "mathlib", |
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"import_file": "Mathlib.lean", |
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"imports": ["Mathlib"] |
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} |
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``` |
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### Example usage: |
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```bash |
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ds = datasets.load_dataset('l3lab/ntp-mathlib') |
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print(len(ds['train'])) |
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# ==> 307049 |
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``` |
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### Format: |
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```json |
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{ |
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'state': 'proof state', |
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'srcUpToTactic': 'source up to tactic invocation', |
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'nextTactic': 'tactic', |
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'declUpToTactic': 'declariation up to tactic invocation', |
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'declId': 'unique ID for declaration', |
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'decl': 'declaration', |
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'file_tag': 'file ID' |
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} |
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``` |
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#### Citation |
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Please cite: |
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``` |
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@misc{hu2024minictx, |
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title={miniCTX: Neural Theorem Proving with (Long-)Contexts}, |
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author={Jiewen Hu and Thomas Zhu and Sean Welleck}, |
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year={2024}, |
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eprint={2408.03350}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.AI}, |
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url={https://arxiv.org/abs/2408.03350}, |
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} |
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``` |