--- --- # 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 - **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 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 [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 #### 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 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 | 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 ### 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 ``` @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.