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