| | --- |
| | language: |
| | - en |
| | pretty_name: qangaroo |
| | dataset_info: |
| | - config_name: masked_medhop |
| | features: |
| | - name: query |
| | dtype: string |
| | - name: supports |
| | sequence: string |
| | - name: candidates |
| | sequence: string |
| | - name: answer |
| | dtype: string |
| | - name: id |
| | dtype: string |
| | splits: |
| | - name: train |
| | num_bytes: 95813556 |
| | num_examples: 1620 |
| | - name: validation |
| | num_bytes: 16800542 |
| | num_examples: 342 |
| | download_size: 58801723 |
| | dataset_size: 112614098 |
| | - config_name: masked_wikihop |
| | features: |
| | - name: query |
| | dtype: string |
| | - name: supports |
| | sequence: string |
| | - name: candidates |
| | sequence: string |
| | - name: answer |
| | dtype: string |
| | - name: id |
| | dtype: string |
| | splits: |
| | - name: train |
| | num_bytes: 348073986 |
| | num_examples: 43738 |
| | - name: validation |
| | num_bytes: 43663600 |
| | num_examples: 5129 |
| | download_size: 211302995 |
| | dataset_size: 391737586 |
| | - config_name: medhop |
| | features: |
| | - name: query |
| | dtype: string |
| | - name: supports |
| | sequence: string |
| | - name: candidates |
| | sequence: string |
| | - name: answer |
| | dtype: string |
| | - name: id |
| | dtype: string |
| | splits: |
| | - name: train |
| | num_bytes: 93937294 |
| | num_examples: 1620 |
| | - name: validation |
| | num_bytes: 16461612 |
| | num_examples: 342 |
| | download_size: 57837760 |
| | dataset_size: 110398906 |
| | - config_name: wikihop |
| | features: |
| | - name: query |
| | dtype: string |
| | - name: supports |
| | sequence: string |
| | - name: candidates |
| | sequence: string |
| | - name: answer |
| | dtype: string |
| | - name: id |
| | dtype: string |
| | splits: |
| | - name: train |
| | num_bytes: 325777822 |
| | num_examples: 43738 |
| | - name: validation |
| | num_bytes: 40843303 |
| | num_examples: 5129 |
| | download_size: 202454962 |
| | dataset_size: 366621125 |
| | configs: |
| | - config_name: masked_medhop |
| | data_files: |
| | - split: train |
| | path: masked_medhop/train-* |
| | - split: validation |
| | path: masked_medhop/validation-* |
| | - config_name: masked_wikihop |
| | data_files: |
| | - split: train |
| | path: masked_wikihop/train-* |
| | - split: validation |
| | path: masked_wikihop/validation-* |
| | - config_name: medhop |
| | data_files: |
| | - split: train |
| | path: medhop/train-* |
| | - split: validation |
| | path: medhop/validation-* |
| | - config_name: wikihop |
| | data_files: |
| | - split: train |
| | path: wikihop/train-* |
| | - split: validation |
| | path: wikihop/validation-* |
| | --- |
| | |
| | # Dataset Card for "qangaroo" |
| |
|
| | ## Table of Contents |
| | - [Dataset Description](#dataset-description) |
| | - [Dataset Summary](#dataset-summary) |
| | - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
| | - [Languages](#languages) |
| | - [Dataset Structure](#dataset-structure) |
| | - [Data Instances](#data-instances) |
| | - [Data Fields](#data-fields) |
| | - [Data Splits](#data-splits) |
| | - [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:** 1.36 GB |
| | - **Size of the generated dataset:** 981.89 MB |
| | - **Total amount of disk used:** 2.34 GB |
| |
|
| | ### 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 and Leaderboards |
| |
|
| | [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 |
| |
|
| | ### Data Instances |
| |
|
| | #### masked_medhop |
| | |
| | - **Size of downloaded dataset files:** 339.84 MB |
| | - **Size of the generated dataset:** 112.63 MB |
| | - **Total amount of disk used:** 452.47 MB |
| | |
| | An example of 'validation' looks as follows. |
| | ``` |
| | |
| | ``` |
| | |
| | #### masked_wikihop |
| |
|
| | - **Size of downloaded dataset files:** 339.84 MB |
| | - **Size of the generated dataset:** 391.98 MB |
| | - **Total amount of disk used:** 731.82 MB |
| |
|
| | An example of 'validation' looks as follows. |
| | ``` |
| | |
| | ``` |
| |
|
| | #### medhop |
| |
|
| | - **Size of downloaded dataset files:** 339.84 MB |
| | - **Size of the generated dataset:** 110.42 MB |
| | - **Total amount of disk used:** 450.26 MB |
| |
|
| | An example of 'validation' looks as follows. |
| | ``` |
| | |
| | ``` |
| |
|
| | #### wikihop |
| |
|
| | - **Size of downloaded dataset files:** 339.84 MB |
| | - **Size of the generated dataset:** 366.87 MB |
| | - **Total amount of disk used:** 706.71 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 |
| |
|
| | | 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 |
| |
|
| | #### Initial Data Collection and Normalization |
| |
|
| | [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
|
| | #### Who are the source language producers? |
| |
|
| | [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
|
| | ### Annotations |
| |
|
| | #### Annotation process |
| |
|
| | [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| |
|
| | #### Who are the annotators? |
| |
|
| | [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. |
