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| # Dataset Card for "math_dataset" | |
| ## 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](#dataset-description) | |
| - **Homepage:** [https://github.com/deepmind/mathematics_dataset](https://github.com/deepmind/mathematics_dataset) | |
| - **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:** 124600.07 MB | |
| - **Size of the generated dataset:** 8656.79 MB | |
| - **Total amount of disk used:** 133256.87 MB | |
| ### [Dataset Summary](#dataset-summary) | |
| Mathematics database. | |
| This dataset code generates mathematical question and answer pairs, | |
| from a range of question types at roughly school-level difficulty. | |
| This is designed to test the mathematical learning and algebraic | |
| reasoning skills of learning models. | |
| Original paper: Analysing Mathematical Reasoning Abilities of Neural Models | |
| (Saxton, Grefenstette, Hill, Kohli). | |
| Example usage: | |
| train_examples, val_examples = datasets.load_dataset( | |
| 'math_dataset/arithmetic__mul', | |
| split=['train', 'test'], | |
| as_supervised=True) | |
| ### [Supported Tasks](#supported-tasks) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Languages](#languages) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## [Dataset Structure](#dataset-structure) | |
| We show detailed information for up to 5 configurations of the dataset. | |
| ### [Data Instances](#data-instances) | |
| #### algebra__linear_1d | |
| - **Size of downloaded dataset files:** 2225.00 MB | |
| - **Size of the generated dataset:** 88.31 MB | |
| - **Total amount of disk used:** 2313.31 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| ``` | |
| #### algebra__linear_1d_composed | |
| - **Size of downloaded dataset files:** 2225.00 MB | |
| - **Size of the generated dataset:** 191.29 MB | |
| - **Total amount of disk used:** 2416.29 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| ``` | |
| #### algebra__linear_2d | |
| - **Size of downloaded dataset files:** 2225.00 MB | |
| - **Size of the generated dataset:** 121.51 MB | |
| - **Total amount of disk used:** 2346.51 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| ``` | |
| #### algebra__linear_2d_composed | |
| - **Size of downloaded dataset files:** 2225.00 MB | |
| - **Size of the generated dataset:** 224.68 MB | |
| - **Total amount of disk used:** 2449.68 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| ``` | |
| #### algebra__polynomial_roots | |
| - **Size of downloaded dataset files:** 2225.00 MB | |
| - **Size of the generated dataset:** 156.41 MB | |
| - **Total amount of disk used:** 2381.41 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| ``` | |
| ### [Data Fields](#data-fields) | |
| The data fields are the same among all splits. | |
| #### algebra__linear_1d | |
| - `question`: a `string` feature. | |
| - `answer`: a `string` feature. | |
| #### algebra__linear_1d_composed | |
| - `question`: a `string` feature. | |
| - `answer`: a `string` feature. | |
| #### algebra__linear_2d | |
| - `question`: a `string` feature. | |
| - `answer`: a `string` feature. | |
| #### algebra__linear_2d_composed | |
| - `question`: a `string` feature. | |
| - `answer`: a `string` feature. | |
| #### algebra__polynomial_roots | |
| - `question`: a `string` feature. | |
| - `answer`: a `string` feature. | |
| ### [Data Splits Sample Size](#data-splits-sample-size) | |
| | name | train |test | | |
| |---------------------------|------:|----:| | |
| |algebra__linear_1d |1999998|10000| | |
| |algebra__linear_1d_composed|1999998|10000| | |
| |algebra__linear_2d |1999998|10000| | |
| |algebra__linear_2d_composed|1999998|10000| | |
| |algebra__polynomial_roots |1999998|10000| | |
| ## [Dataset Creation](#dataset-creation) | |
| ### [Curation Rationale](#curation-rationale) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Source Data](#source-data) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Annotations](#annotations) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Personal and Sensitive Information](#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](#considerations-for-using-the-data) | |
| ### [Social Impact of Dataset](#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](#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](#other-known-limitations) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## [Additional Information](#additional-information) | |
| ### [Dataset Curators](#dataset-curators) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Licensing Information](#licensing-information) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Citation Information](#citation-information) | |
| ``` | |
| @article{2019arXiv, | |
| author = {Saxton, Grefenstette, Hill, Kohli}, | |
| title = {Analysing Mathematical Reasoning Abilities of Neural Models}, | |
| year = {2019}, | |
| journal = {arXiv:1904.01557} | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |