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proofwriter-mirror

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metadata 
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:

@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",
}

@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",
}