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+ annotations_creators:
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+ - machine-generated
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+ - crowdsourced
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+ - found
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+ language_creators:
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+ - machine-generated
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+ - crowdsourced
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+ languages: []
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+ licenses:
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+ - mit
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+ multilinguality:
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+ - monolingual
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+ pretty_name: QA2D
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+ size_categories:
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+ - 10K<n<100K
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+ source_datasets:
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+ - original
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+ - extended|squad
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+ - extended|race
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+ - extended|newsqa
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+ - extended|qamr
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+ - extended|movieQA
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+ task_categories:
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+ - text2text-generation
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+ task_ids:
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+ - text-simplification
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+
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+
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+ # Dataset Card for QA2D
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+
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+ ## Table of Contents
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+ - [Dataset Description](#dataset-description)
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+ - [Dataset Summary](#dataset-summary)
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+ - [Supported Tasks](#supported-tasks-and-leaderboards)
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+ - [Languages](#languages)
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+ - [Dataset Structure](#dataset-structure)
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+ - [Data Instances](#data-instances)
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+ - [Data Fields](#data-instances)
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+ - [Data Splits](#data-instances)
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+ - [Dataset Creation](#dataset-creation)
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+ - [Curation Rationale](#curation-rationale)
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+ - [Source Data](#source-data)
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+ - [Annotations](#annotations)
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+ - [Personal and Sensitive Information](#personal-and-sensitive-information)
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+ - [Considerations for Using the Data](#considerations-for-using-the-data)
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+ - [Social Impact of Dataset](#social-impact-of-dataset)
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+ - [Discussion of Biases](#discussion-of-biases)
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+ - [Other Known Limitations](#other-known-limitations)
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+ - [Additional Information](#additional-information)
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+ - [Dataset Curators](#dataset-curators)
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+ - [Licensing Information](#licensing-information)
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+ - [Citation Information](#citation-information)
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+
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+ ## Dataset Description
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+
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+ - **Homepage:** [Needs More Information]
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+ - **Repository:** https://github.com/kelvinguu/qanli
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+ - **Paper:** https://arxiv.org/abs/1809.02922
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+ - **Leaderboard:** [Needs More Information]
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+ - **Point of Contact:** [Needs More Information]
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+
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+ ### Dataset Summary
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+
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+ Existing datasets for natural language inference (NLI) have propelled research on language understanding. We propose a new method for automatically deriving NLI datasets from the growing abundance of large-scale question answering datasets. Our approach hinges on learning a sentence transformation model which converts question-answer pairs into their declarative forms. Despite being primarily trained on a single QA dataset, we show that it can be successfully applied to a variety of other QA resources. Using this system, we automatically derive a new freely available dataset of over 500k NLI examples (QA-NLI), and show that it exhibits a wide range of inference phenomena rarely seen in previous NLI datasets.
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+
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+ ### Supported Tasks and Leaderboards
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+
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+ [Needs More Information]
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+
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+ ### Languages
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+
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+ en
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+
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+ ## Dataset Structure
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+
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+ ### Data Instances
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+
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+ [Needs More Information]
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+
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+ ### Data Fields
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+
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+ [Needs More Information]
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+
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+ ### Data Splits
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+
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+ [Needs More Information]
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+
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+ ## Dataset Creation
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+
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+ ### Curation Rationale
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+
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+ [Needs More Information]
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+
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+ ### Source Data
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+
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+ #### Initial Data Collection and Normalization
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+
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+ [Needs More Information]
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+
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+ #### Who are the source language producers?
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+
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+ [Needs More Information]
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+
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+ ### Annotations
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+
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+ #### Annotation process
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+
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+ [Needs More Information]
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+
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+ #### Who are the annotators?
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+
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+ [Needs More Information]
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+
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+ ### Personal and Sensitive Information
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+
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+ [Needs More Information]
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+
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+ ## Considerations for Using the Data
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+
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+ ### Social Impact of Dataset
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+
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+ [Needs More Information]
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+
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+ ### Discussion of Biases
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+
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+ [Needs More Information]
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+
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+ ### Other Known Limitations
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+
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+ [Needs More Information]
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+
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+ ## Additional Information
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+
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+ ### Dataset Curators
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+
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+ [Needs More Information]
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+
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+ ### Licensing Information
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+
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+ [Needs More Information]
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+
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+ ### Citation Information
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+
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+ @article{DBLP:journals/corr/abs-1809-02922,
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+ author = {Dorottya Demszky and
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+ Kelvin Guu and
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+ Percy Liang},
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+ title = {Transforming Question Answering Datasets Into Natural Language Inference
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+ Datasets},
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+ journal = {CoRR},
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+ volume = {abs/1809.02922},
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+ year = {2018},
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+ url = {http://arxiv.org/abs/1809.02922},
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+ eprinttype = {arXiv},
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+ eprint = {1809.02922},
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+ timestamp = {Fri, 05 Oct 2018 11:34:52 +0200},
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+ biburl = {https://dblp.org/rec/journals/corr/abs-1809-02922.bib},
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+ bibsource = {dblp computer science bibliography, https://dblp.org}
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+ }