| --- |
| license: apache-2.0 |
| pretty_name: ProofWriter (The Mirror) |
| tags: |
| - logical-reasoning |
| - proof-generation |
| configs: |
| - config_name: owa-att-noneg-d0 |
| data_files: |
| - split: train |
| path: owa-att-noneg-d0/train.parquet |
| - split: dev |
| path: owa-att-noneg-d0/dev.parquet |
| - split: test |
| path: owa-att-noneg-d0/test.parquet |
| - config_name: owa-att-noneg-d1 |
| data_files: |
| - split: train |
| path: owa-att-noneg-d1/train.parquet |
| - split: dev |
| path: owa-att-noneg-d1/dev.parquet |
| - split: test |
| path: owa-att-noneg-d1/test.parquet |
| - config_name: owa-att-noneg-d2 |
| data_files: |
| - split: train |
| path: owa-att-noneg-d2/train.parquet |
| - split: dev |
| path: owa-att-noneg-d2/dev.parquet |
| - split: test |
| path: owa-att-noneg-d2/test.parquet |
| - config_name: owa-att-noneg-d3 |
| data_files: |
| - split: train |
| path: owa-att-noneg-d3/train.parquet |
| - split: dev |
| path: owa-att-noneg-d3/dev.parquet |
| - split: test |
| path: owa-att-noneg-d3/test.parquet |
| - config_name: owa-att-noneg-d5 |
| data_files: |
| - split: train |
| path: owa-att-noneg-d5/train.parquet |
| - split: dev |
| path: owa-att-noneg-d5/dev.parquet |
| - split: test |
| path: owa-att-noneg-d5/test.parquet |
| - config_name: owa-att-neg-d0 |
| data_files: |
| - split: train |
| path: owa-att-neg-d0/train.parquet |
| - split: dev |
| path: owa-att-neg-d0/dev.parquet |
| - split: test |
| path: owa-att-neg-d0/test.parquet |
| - config_name: owa-att-neg-d1 |
| data_files: |
| - split: train |
| path: owa-att-neg-d1/train.parquet |
| - split: dev |
| path: owa-att-neg-d1/dev.parquet |
| - split: test |
| path: owa-att-neg-d1/test.parquet |
| - config_name: owa-att-neg-d2 |
| data_files: |
| - split: train |
| path: owa-att-neg-d2/train.parquet |
| - split: dev |
| path: owa-att-neg-d2/dev.parquet |
| - split: test |
| path: owa-att-neg-d2/test.parquet |
| - config_name: owa-att-neg-d3 |
| data_files: |
| - split: train |
| path: owa-att-neg-d3/train.parquet |
| - split: dev |
| path: owa-att-neg-d3/dev.parquet |
| - split: test |
| path: owa-att-neg-d3/test.parquet |
| - config_name: owa-att-neg-d5 |
| data_files: |
| - split: train |
| path: owa-att-neg-d5/train.parquet |
| - split: dev |
| path: owa-att-neg-d5/dev.parquet |
| - split: test |
| path: owa-att-neg-d5/test.parquet |
| - config_name: owa-rel-noneg-d0 |
| data_files: |
| - split: train |
| path: owa-rel-noneg-d0/train.parquet |
| - split: dev |
| path: owa-rel-noneg-d0/dev.parquet |
| - split: test |
| path: owa-rel-noneg-d0/test.parquet |
| - config_name: owa-rel-noneg-d1 |
| data_files: |
| - split: train |
| path: owa-rel-noneg-d1/train.parquet |
| - split: dev |
| path: owa-rel-noneg-d1/dev.parquet |
| - split: test |
| path: owa-rel-noneg-d1/test.parquet |
| - config_name: owa-rel-noneg-d2 |
| data_files: |
| - split: train |
| path: owa-rel-noneg-d2/train.parquet |
| - split: dev |
| path: owa-rel-noneg-d2/dev.parquet |
| - split: test |
| path: owa-rel-noneg-d2/test.parquet |
| - config_name: owa-rel-noneg-d3 |
| data_files: |
| - split: train |
| path: owa-rel-noneg-d3/train.parquet |
| - split: dev |
| path: owa-rel-noneg-d3/dev.parquet |
| - split: test |
| path: owa-rel-noneg-d3/test.parquet |
| - config_name: owa-rel-noneg-d5 |
| data_files: |
| - split: train |
| path: owa-rel-noneg-d5/train.parquet |
| - split: dev |
| path: owa-rel-noneg-d5/dev.parquet |
| - split: test |
| path: owa-rel-noneg-d5/test.parquet |
| - config_name: owa-rel-neg-d0 |
| data_files: |
| - split: train |
| path: owa-rel-neg-d0/train.parquet |
| - split: dev |
| path: owa-rel-neg-d0/dev.parquet |
| - split: test |
| path: owa-rel-neg-d0/test.parquet |
| - config_name: owa-rel-neg-d1 |
| data_files: |
| - split: train |
| path: owa-rel-neg-d1/train.parquet |
| - split: dev |
| path: owa-rel-neg-d1/dev.parquet |
| - split: test |
| path: owa-rel-neg-d1/test.parquet |
| - config_name: owa-rel-neg-d2 |
| data_files: |
| - split: train |
| path: owa-rel-neg-d2/train.parquet |
| - split: dev |
| path: owa-rel-neg-d2/dev.parquet |
| - split: test |
| path: owa-rel-neg-d2/test.parquet |
| - config_name: owa-rel-neg-d3 |
| data_files: |
| - split: train |
| path: owa-rel-neg-d3/train.parquet |
| - split: dev |
| path: owa-rel-neg-d3/dev.parquet |
| - split: test |
| path: owa-rel-neg-d3/test.parquet |
| - config_name: owa-rel-neg-d5 |
| data_files: |
| - split: train |
| path: owa-rel-neg-d5/train.parquet |
| - split: dev |
| path: owa-rel-neg-d5/dev.parquet |
| - split: test |
| path: owa-rel-neg-d5/test.parquet |
| - config_name: cwa-att-noneg-d0 |
| data_files: |
| - split: train |
| path: cwa-att-noneg-d0/train.parquet |
| - split: dev |
| path: cwa-att-noneg-d0/dev.parquet |
| - split: test |
| path: cwa-att-noneg-d0/test.parquet |
| - config_name: cwa-att-noneg-d1 |
| data_files: |
| - split: train |
| path: cwa-att-noneg-d1/train.parquet |
| - split: dev |
| path: cwa-att-noneg-d1/dev.parquet |
| - split: test |
| path: cwa-att-noneg-d1/test.parquet |
| - config_name: cwa-att-noneg-d2 |
| data_files: |
| - split: train |
| path: cwa-att-noneg-d2/train.parquet |
| - split: dev |
| path: cwa-att-noneg-d2/dev.parquet |
| - split: test |
| path: cwa-att-noneg-d2/test.parquet |
| - config_name: cwa-att-noneg-d3 |
| data_files: |
| - split: train |
| path: cwa-att-noneg-d3/train.parquet |
| - split: dev |
| path: cwa-att-noneg-d3/dev.parquet |
| - split: test |
| path: cwa-att-noneg-d3/test.parquet |
| - config_name: cwa-att-noneg-d5 |
| data_files: |
| - split: train |
| path: cwa-att-noneg-d5/train.parquet |
| - split: dev |
| path: cwa-att-noneg-d5/dev.parquet |
| - split: test |
| path: cwa-att-noneg-d5/test.parquet |
| - config_name: cwa-att-neg-d0 |
| data_files: |
| - split: train |
| path: cwa-att-neg-d0/train.parquet |
| - split: dev |
| path: cwa-att-neg-d0/dev.parquet |
| - split: test |
| path: cwa-att-neg-d0/test.parquet |
| - config_name: cwa-att-neg-d1 |
| data_files: |
| - split: train |
| path: cwa-att-neg-d1/train.parquet |
| - split: dev |
| path: cwa-att-neg-d1/dev.parquet |
| - split: test |
| path: cwa-att-neg-d1/test.parquet |
| - config_name: cwa-att-neg-d2 |
| data_files: |
| - split: train |
| path: cwa-att-neg-d2/train.parquet |
| - split: dev |
| path: cwa-att-neg-d2/dev.parquet |
| - split: test |
| path: cwa-att-neg-d2/test.parquet |
| - config_name: cwa-att-neg-d3 |
| data_files: |
| - split: train |
| path: cwa-att-neg-d3/train.parquet |
| - split: dev |
| path: cwa-att-neg-d3/dev.parquet |
| - split: test |
| path: cwa-att-neg-d3/test.parquet |
| - config_name: cwa-att-neg-d5 |
| data_files: |
| - split: train |
| path: cwa-att-neg-d5/train.parquet |
| - split: dev |
| path: cwa-att-neg-d5/dev.parquet |
| - split: test |
| path: cwa-att-neg-d5/test.parquet |
| - config_name: cwa-rel-noneg-d0 |
| data_files: |
| - split: train |
| path: cwa-rel-noneg-d0/train.parquet |
| - split: dev |
| path: cwa-rel-noneg-d0/dev.parquet |
| - split: test |
| path: cwa-rel-noneg-d0/test.parquet |
| - config_name: cwa-rel-noneg-d1 |
| data_files: |
| - split: train |
| path: cwa-rel-noneg-d1/train.parquet |
| - split: dev |
| path: cwa-rel-noneg-d1/dev.parquet |
| - split: test |
| path: cwa-rel-noneg-d1/test.parquet |
| - config_name: cwa-rel-noneg-d2 |
| data_files: |
| - split: train |
| path: cwa-rel-noneg-d2/train.parquet |
| - split: dev |
| path: cwa-rel-noneg-d2/dev.parquet |
| - split: test |
| path: cwa-rel-noneg-d2/test.parquet |
| - config_name: cwa-rel-noneg-d3 |
| data_files: |
| - split: train |
| path: cwa-rel-noneg-d3/train.parquet |
| - split: dev |
| path: cwa-rel-noneg-d3/dev.parquet |
| - split: test |
| path: cwa-rel-noneg-d3/test.parquet |
| - config_name: cwa-rel-noneg-d5 |
| data_files: |
| - split: train |
| path: cwa-rel-noneg-d5/train.parquet |
| - split: dev |
| path: cwa-rel-noneg-d5/dev.parquet |
| - split: test |
| path: cwa-rel-noneg-d5/test.parquet |
| - config_name: cwa-rel-neg-d0 |
| data_files: |
| - split: train |
| path: cwa-rel-neg-d0/train.parquet |
| - split: dev |
| path: cwa-rel-neg-d0/dev.parquet |
| - split: test |
| path: cwa-rel-neg-d0/test.parquet |
| - config_name: cwa-rel-neg-d1 |
| data_files: |
| - split: train |
| path: cwa-rel-neg-d1/train.parquet |
| - split: dev |
| path: cwa-rel-neg-d1/dev.parquet |
| - split: test |
| path: cwa-rel-neg-d1/test.parquet |
| - config_name: cwa-rel-neg-d2 |
| data_files: |
| - split: train |
| path: cwa-rel-neg-d2/train.parquet |
| - split: dev |
| path: cwa-rel-neg-d2/dev.parquet |
| - split: test |
| path: cwa-rel-neg-d2/test.parquet |
| - config_name: cwa-rel-neg-d3 |
| data_files: |
| - split: train |
| path: cwa-rel-neg-d3/train.parquet |
| - split: dev |
| path: cwa-rel-neg-d3/dev.parquet |
| - split: test |
| path: cwa-rel-neg-d3/test.parquet |
| - config_name: cwa-rel-neg-d5 |
| data_files: |
| - split: train |
| path: cwa-rel-neg-d5/train.parquet |
| - split: dev |
| path: cwa-rel-neg-d5/dev.parquet |
| - split: test |
| path: cwa-rel-neg-d5/test.parquet |
| --- |
| |
| # ProofWriter (The Mirror) |
|
|
| A **typed, content-faithful mirror** of AI2's ProofWriter dataset (release `V2020.12.3`), |
| derived from `proofwriter-source`. The JSON *encoding* is cleaned up: the id-keyed dicts |
| (`triple1`, `Q3`, …) become lists of structs that keep their id, every atom `representation` |
| is parsed into a typed `{subject, relation, object, polarity}` triple, and the closed enums |
| (`answer`, `strategy`) are typed. The content stays faithful — nothing renamed, no rows |
| dropped — and the recursive **proof trees stay raw** pseudo-Lisp; parsing them into reasoning |
| graphs is a later stage. |
|
|
| Each config is a `{world}-{predicate}-{negation}-d{depth}` subset of the synthetic core — the |
| four dimensions (`owa`/`cwa` × `att`/`rel` × `noneg`/`neg` × depths 0/1/2/3/5), split |
| `train`/`dev`/`test`. |
|
|
| - **Derived from:** `proofwriter-source` (an unmodified copy of the AI2 release). |
| - **License:** `apache-2.0` (inherited from `allenai/ruletaker`; the release ships no LICENSE file). |
| - Not affiliated with or endorsed by AI2; bundled here with attribution. |
|
|
| ## Citation |
|
|
| ProofWriter — and the RuleTaker corpora it builds on — are AI2's work. Please cite them: |
|
|
| ```bibtex |
| @inproceedings{tafjord-etal-2021-proofwriter, |
| title = "{P}roof{W}riter: Generating Implications, Proofs, and Abductive |
| Statements over Natural Language", |
| author = "Tafjord, Oyvind and Dalvi, Bhavana and Clark, Peter", |
| booktitle = "Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021", |
| year = "2021", |
| eprint = "2012.13048", |
| archivePrefix = "arXiv", |
| } |
| ``` |
|
|
| ```bibtex |
| @inproceedings{clark-etal-2020-transformers, |
| title = "Transformers as Soft Reasoners over Language", |
| author = "Clark, Peter and Tafjord, Oyvind and Richardson, Kyle", |
| booktitle = "Proceedings of the 29th International Joint Conference on |
| Artificial Intelligence (IJCAI-20)", |
| year = "2020", |
| eprint = "2002.05867", |
| archivePrefix = "arXiv", |
| } |
| ``` |
|
|
