--- --- # Dataset Card for "qangaroo" ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks](#supported-tasks) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits Sample Size](#data-splits-sample-size) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** [http://qangaroo.cs.ucl.ac.uk/index.html](http://qangaroo.cs.ucl.ac.uk/index.html) - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Size of downloaded dataset files:** 1296.40 MB - **Size of the generated dataset:** 936.40 MB - **Total amount of disk used:** 2232.79 MB ### Dataset Summary We have created two new Reading Comprehension datasets focussing on multi-hop (alias multi-step) inference. Several pieces of information often jointly imply another fact. In multi-hop inference, a new fact is derived by combining facts via a chain of multiple steps. Our aim is to build Reading Comprehension methods that perform multi-hop inference on text, where individual facts are spread out across different documents. The two QAngaroo datasets provide a training and evaluation resource for such methods. ### Supported Tasks [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Languages [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Dataset Structure We show detailed information for up to 5 configurations of the dataset. ### Data Instances #### masked_medhop - **Size of downloaded dataset files:** 324.10 MB - **Size of the generated dataset:** 107.41 MB - **Total amount of disk used:** 431.51 MB An example of 'validation' looks as follows. ``` ``` #### masked_wikihop - **Size of downloaded dataset files:** 324.10 MB - **Size of the generated dataset:** 373.82 MB - **Total amount of disk used:** 697.92 MB An example of 'validation' looks as follows. ``` ``` #### medhop - **Size of downloaded dataset files:** 324.10 MB - **Size of the generated dataset:** 105.30 MB - **Total amount of disk used:** 429.40 MB An example of 'validation' looks as follows. ``` ``` #### wikihop - **Size of downloaded dataset files:** 324.10 MB - **Size of the generated dataset:** 349.87 MB - **Total amount of disk used:** 673.97 MB An example of 'validation' looks as follows. ``` ``` ### Data Fields The data fields are the same among all splits. #### masked_medhop - `query`: a `string` feature. - `supports`: a `list` of `string` features. - `candidates`: a `list` of `string` features. - `answer`: a `string` feature. - `id`: a `string` feature. #### masked_wikihop - `query`: a `string` feature. - `supports`: a `list` of `string` features. - `candidates`: a `list` of `string` features. - `answer`: a `string` feature. - `id`: a `string` feature. #### medhop - `query`: a `string` feature. - `supports`: a `list` of `string` features. - `candidates`: a `list` of `string` features. - `answer`: a `string` feature. - `id`: a `string` feature. #### wikihop - `query`: a `string` feature. - `supports`: a `list` of `string` features. - `candidates`: a `list` of `string` features. - `answer`: a `string` feature. - `id`: a `string` feature. ### Data Splits Sample Size | name |train|validation| |--------------|----:|---------:| |masked_medhop | 1620| 342| |masked_wikihop|43738| 5129| |medhop | 1620| 342| |wikihop |43738| 5129| ## Dataset Creation ### Curation Rationale [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Source Data [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Annotations [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Personal and Sensitive Information [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Discussion of Biases [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Other Known Limitations [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Additional Information ### Dataset Curators [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Licensing Information [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Citation Information ``` ``` ### Contributions Thanks to [@thomwolf](https://github.com/thomwolf), [@jplu](https://github.com/jplu), [@lewtun](https://github.com/lewtun), [@lhoestq](https://github.com/lhoestq), [@mariamabarham](https://github.com/mariamabarham) for adding this dataset.