Datasets

Viewing 1-10 of 38 datasets
  • Multihop Questions via Single-hop Question Composition

    Multihop reading comprehension dataset with 2-4 hop questions.Aristo • 2022MuSiQue is a multihop reading comprehension dataset with 2-4 hop questions, built by composing seed questions from 5 existing single-hop datasets. The dataset is constructed with a bottom-up approach that systematically selects composable pairs of single-hop…
  • The Fermi Challenge

    A challenge dataset of Fermi (estimation) problems, currently beyond the capabilities of modern methods.Aristo • 2021A challenge dataset of Fermi (estimation) problems, currently beyond the capabilities of modern methods.
  • BeliefBank

    4998 facts and 12147 constraints to test a model's consistencyAristo • 2021Dataset of 4998 simple facts and 12147 constraints to test, and improve, a model's accuracy and consistency
  • EntailmentBank

    2k multi-step entailment trees, explaining the answers to ARC science questionsAristo • 20212k multi-step entailment trees, explaining the answers to ARC science questions
  • StrategyQA

    2,780 implicit multi-hop reasoning questionsAI2 Israel, Question Understanding, Aristo • 2021StrategyQA is a question-answering benchmark focusing on open-domain questions where the required reasoning steps are implicit in the question and should be inferred using a strategy. StrategyQA includes 2,780 examples, each consisting of a strategy question…
  • ProofWriter

    Updated RuleTaker datasets with 500k questions, answers and proofs over rulebases.Aristo • 2020These datasets accompany the paper "ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language". They contain updated RuleTaker-style datasets with 500k questions, answers and proofs over natural-language rulebases, used to…
  • RuleTaker: Transformers as Soft Reasoners over Language

    Datasets used to teach transformers to reasonAristo • 2020Can transformers be trained to reason (or emulate reasoning) over rules expressed in language? In the associated paper and demo we provide evidence that they can. Our models, that we call RuleTakers, are trained on datasets of synthetic rule bases plus…
  • Open PI

    33K state changes over 4,050 sentences from 810 procedural, real-world paragraphsAristo, Mosaic • 2020Open PI is the first dataset for tracking state changes in procedural text from arbitrary domains by using an unrestricted (open) vocabulary. Our solution is a new task formulation in which just the text is provided, from which a set of state changes (entity…
  • eQASC: Multihop Explanations for QASC

    98k annotated explanations for the QASC datasetAristo • 2020This dataset contains 98k 2-hop explanations for questions in the QASC dataset, with annotations indicating if they are valid (~25k) or invalid (~73k) explanations.
  • hasPart KB

    A high-quality KB of hasPart relationsAristo • 2020A high-quality knowledge base of ~50k hasPart relationships, extracted from a large corpus of generic statements.