| | --- |
| | pretty_name: Mathematics Dataset |
| | language: |
| | - en |
| | paperswithcode_id: mathematics |
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| | - config_name: polynomials__simplify_power |
| | features: |
| | - name: question |
| | dtype: string |
| | - name: answer |
| | dtype: string |
| | splits: |
| | - name: test |
| | num_bytes: 1248040 |
| | num_examples: 10000 |
| | - name: train |
| | num_bytes: 216407582 |
| | num_examples: 1999998 |
| | download_size: 2333082954 |
| | dataset_size: 217655622 |
| | - config_name: probability__swr_p_level_set |
| | features: |
| | - name: question |
| | dtype: string |
| | - name: answer |
| | dtype: string |
| | splits: |
| | - name: test |
| | num_bytes: 1159050 |
| | num_examples: 10000 |
| | - name: train |
| | num_bytes: 227540179 |
| | num_examples: 1999998 |
| | download_size: 2333082954 |
| | dataset_size: 228699229 |
| | - config_name: probability__swr_p_sequence |
| | features: |
| | - name: question |
| | dtype: string |
| | - name: answer |
| | dtype: string |
| | splits: |
| | - name: test |
| | num_bytes: 1097442 |
| | num_examples: 10000 |
| | - name: train |
| | num_bytes: 215865725 |
| | num_examples: 1999998 |
| | download_size: 2333082954 |
| | dataset_size: 216963167 |
| | configs: |
| | - config_name: algebra__linear_1d |
| | data_files: |
| | - split: train |
| | path: algebra__linear_1d/train-* |
| | - split: test |
| | path: algebra__linear_1d/test-* |
| | - config_name: algebra__linear_1d_composed |
| | data_files: |
| | - split: train |
| | path: algebra__linear_1d_composed/train-* |
| | - split: test |
| | path: algebra__linear_1d_composed/test-* |
| | - config_name: algebra__linear_2d |
| | data_files: |
| | - split: train |
| | path: algebra__linear_2d/train-* |
| | - split: test |
| | path: algebra__linear_2d/test-* |
| | --- |
| | |
| | # Dataset Card for "math_dataset" |
| | |
| | ## 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:** [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:** 130.65 GB |
| | - **Size of the generated dataset:** 9.08 GB |
| | - **Total amount of disk used:** 139.73 GB |
| | |
| | ### 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 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 |
| |
|
| | #### algebra__linear_1d |
| | |
| | - **Size of downloaded dataset files:** 2.33 GB |
| | - **Size of the generated dataset:** 92.60 MB |
| | - **Total amount of disk used:** 2.43 GB |
| | |
| | An example of 'train' looks as follows. |
| | ``` |
| | |
| | ``` |
| | |
| | #### algebra__linear_1d_composed |
| | |
| | - **Size of downloaded dataset files:** 2.33 GB |
| | - **Size of the generated dataset:** 200.58 MB |
| | - **Total amount of disk used:** 2.53 GB |
| | |
| | An example of 'train' looks as follows. |
| | ``` |
| | |
| | ``` |
| | |
| | #### algebra__linear_2d |
| | |
| | - **Size of downloaded dataset files:** 2.33 GB |
| | - **Size of the generated dataset:** 127.41 MB |
| | - **Total amount of disk used:** 2.46 GB |
| | |
| | An example of 'train' looks as follows. |
| | ``` |
| | |
| | ``` |
| | |
| | #### algebra__linear_2d_composed |
| |
|
| | - **Size of downloaded dataset files:** 2.33 GB |
| | - **Size of the generated dataset:** 235.59 MB |
| | - **Total amount of disk used:** 2.57 GB |
| |
|
| | An example of 'train' looks as follows. |
| | ``` |
| | |
| | ``` |
| |
|
| | #### algebra__polynomial_roots |
| | |
| | - **Size of downloaded dataset files:** 2.33 GB |
| | - **Size of the generated dataset:** 164.01 MB |
| | - **Total amount of disk used:** 2.50 GB |
| | |
| | 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 |
| | |
| | | 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 |
| | |
| | #### 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 |
| | |
| | ``` |
| | |
| | @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. |
