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--- |
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pretty_name: Mathematics Dataset |
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language: |
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- en |
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paperswithcode_id: mathematics |
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--- |
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# Dataset Card for "math_dataset" |
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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 and Leaderboards](#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-fields) |
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- [Data Splits](#data-splits) |
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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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- [Contributions](#contributions) |
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## Dataset Description |
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- **Homepage:** [https://github.com/deepmind/mathematics_dataset](https://github.com/deepmind/mathematics_dataset) |
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- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Size of downloaded dataset files:** 124600.07 MB |
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- **Size of the generated dataset:** 8656.79 MB |
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- **Total amount of disk used:** 133256.87 MB |
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### Dataset Summary |
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Mathematics database. |
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This dataset code generates mathematical question and answer pairs, |
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from a range of question types at roughly school-level difficulty. |
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This is designed to test the mathematical learning and algebraic |
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reasoning skills of learning models. |
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Original paper: Analysing Mathematical Reasoning Abilities of Neural Models |
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(Saxton, Grefenstette, Hill, Kohli). |
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Example usage: |
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train_examples, val_examples = datasets.load_dataset( |
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'math_dataset/arithmetic__mul', |
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split=['train', 'test'], |
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as_supervised=True) |
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### Supported Tasks and Leaderboards |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Languages |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Dataset Structure |
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### Data Instances |
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#### algebra__linear_1d |
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- **Size of downloaded dataset files:** 2225.00 MB |
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- **Size of the generated dataset:** 88.31 MB |
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- **Total amount of disk used:** 2313.31 MB |
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An example of 'train' looks as follows. |
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``` |
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``` |
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#### algebra__linear_1d_composed |
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- **Size of downloaded dataset files:** 2225.00 MB |
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- **Size of the generated dataset:** 191.29 MB |
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- **Total amount of disk used:** 2416.29 MB |
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An example of 'train' looks as follows. |
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``` |
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``` |
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#### algebra__linear_2d |
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- **Size of downloaded dataset files:** 2225.00 MB |
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- **Size of the generated dataset:** 121.51 MB |
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- **Total amount of disk used:** 2346.51 MB |
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An example of 'train' looks as follows. |
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``` |
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``` |
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#### algebra__linear_2d_composed |
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- **Size of downloaded dataset files:** 2225.00 MB |
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- **Size of the generated dataset:** 224.68 MB |
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- **Total amount of disk used:** 2449.68 MB |
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An example of 'train' looks as follows. |
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``` |
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``` |
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#### algebra__polynomial_roots |
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- **Size of downloaded dataset files:** 2225.00 MB |
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- **Size of the generated dataset:** 156.41 MB |
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- **Total amount of disk used:** 2381.41 MB |
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An example of 'train' looks as follows. |
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``` |
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``` |
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### Data Fields |
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The data fields are the same among all splits. |
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#### algebra__linear_1d |
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- `question`: a `string` feature. |
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- `answer`: a `string` feature. |
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#### algebra__linear_1d_composed |
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- `question`: a `string` feature. |
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- `answer`: a `string` feature. |
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#### algebra__linear_2d |
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- `question`: a `string` feature. |
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- `answer`: a `string` feature. |
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#### algebra__linear_2d_composed |
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- `question`: a `string` feature. |
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- `answer`: a `string` feature. |
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#### algebra__polynomial_roots |
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- `question`: a `string` feature. |
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- `answer`: a `string` feature. |
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### Data Splits |
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| name | train |test | |
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|---------------------------|------:|----:| |
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|algebra__linear_1d |1999998|10000| |
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|algebra__linear_1d_composed|1999998|10000| |
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|algebra__linear_2d |1999998|10000| |
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|algebra__linear_2d_composed|1999998|10000| |
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|algebra__polynomial_roots |1999998|10000| |
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## Dataset Creation |
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### Curation Rationale |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Source Data |
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#### Initial Data Collection and Normalization |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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#### Who are the source language producers? |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Annotations |
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#### Annotation process |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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#### Who are the annotators? |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Personal and Sensitive Information |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Discussion of Biases |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Other Known Limitations |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Additional Information |
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### Dataset Curators |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Licensing Information |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Citation Information |
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``` |
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@article{2019arXiv, |
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author = {Saxton, Grefenstette, Hill, Kohli}, |
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title = {Analysing Mathematical Reasoning Abilities of Neural Models}, |
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year = {2019}, |
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journal = {arXiv:1904.01557} |
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} |
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``` |
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### Contributions |
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Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |
