Datasets:
Tasks:
Text Generation
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
License:
| dataset_info: | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: formulas | |
| list: | |
| - name: math_id | |
| dtype: int64 | |
| - name: text | |
| dtype: string | |
| - name: url | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 309420055 | |
| num_examples: 38661 | |
| download_size: 157180903 | |
| dataset_size: 309420055 | |
| configs: | |
| - config_name: default | |
| data_files: | |
| - split: train | |
| path: data/train-* | |
| license: cc-by-4.0 | |
| task_categories: | |
| - text-generation | |
| language: | |
| - en | |
| tags: | |
| - math | |
| - latex | |
| pretty_name: enwikimath | |
| size_categories: | |
| - 10K<n<100K | |
| # Dataset Card | |
| This dataset is created from the English Wikipedia dump file (enwiki-20240901-pages-articles-multistream.xml.bz2), available for download from [Wikimedia Dumps](https://dumps.wikimedia.org/). It includes pages containing mathematical content, extracted using [the wikimathextractor tool](https://github.com/s-kat0/wikimathextractor), which is an adaptation of [the wikiextractor](https://github.com/attardi/wikiextractor) specifically designed to extract mathematical contents. | |
| ### Dataset Description | |
| - **Curated by:** Shota Kato | |
| - **Language(s) (NLP):** English | |
| - **License:** CC-BY-SA 4.0 | |
| ### Dataset Sources | |
| - **Repository:** [s-kat0/wikimathextractor](https://github.com/s-kat0/wikimathextractor) | |
| - **Data Source:** [Wikipedia Dumps](https://dumps.wikimedia.org/) | |
| ### Direct Use | |
| This dataset is intended for use in tasks that require the processing and understanding of mathematical content in natural language, such as mathematical question answering and symbolic math problem solving. | |
| ## Dataset Structure | |
| ### Data Instances | |
| A typical data entry in the dataset corresponds to one Wikipedia article that includes mathematical content. Here is an example: | |
| ```python | |
| { | |
| 'id': '26513034', | |
| 'title': 'Pythagorean theorem', | |
| 'text': 'Relation between sides of a right triangle\nIn mathematics, the Pythagorean theorem or Pythagoras\' theorem is a fundamental relation in Euclidean geometry between the three sides of a right triangle. ...' | |
| 'formulas': [ | |
| {'math_id': 0, 'text': 'a^2 + b^2 = c^2 .'}, | |
| {'math_id': 1, 'text': 'a + b'}, ... | |
| ], | |
| 'url': 'https://en.wikipedia.org/wiki?curid=26513034' | |
| } | |
| ``` | |
| ### Data Fields | |
| - id (str) | |
| - a string representing the unique identifier of the article. | |
| - title (str) | |
| - the title of the Wikipedia article. | |
| - text (str) | |
| - the text content of the article, with some tags removed. Details are available in [the GitHub repository](https://github.com/s-kat0/wikimathextractor). | |
| - formulas (list[dict[str, int | str]]) | |
| - a list of mathematical expressions extracted from the article, where each formula is represented as follow. | |
| - math_id: an index representing the position of the formula in the text. | |
| - text: the textual representation of the formula, without <math> tags. | |
| - url (str) | |
| - the URL of the Wikipedia article. | |
| ### Data Splits | |
| The dataset is provided in a single training split: | |
| - train: 38,661 rows | |
| The `DatasetDict` structure is as follows: | |
| ```python | |
| DatasetDict({ | |
| 'train': Dataset({ | |
| features: ['id', 'title', 'text', 'formulas', 'url'], | |
| num_rows: 38661 | |
| }) | |
| }) | |
| ``` | |
| ## Dataset Creation | |
| Please refer to [the GitHub repository](https://github.com/s-kat0/wikimathextractor) for details about the dataset construction. | |
| ### Source Data | |
| - **Original Source:** English Wikipedia available from [Wikipedia Dumps](https://dumps.wikimedia.org/) | |
| #### Data Collection and Processing | |
| Please refer to [the GitHub repository](https://github.com/s-kat0/wikimathextractor) for details about the dataset construction. | |
| #### Who are the source data producers? | |
| Shota Kato | |
| ## Bias, Risks, and Limitations | |
| This dataset is in English and contains English Wikipedia page related to mathematical topics. | |
| ## Acknowledgements | |
| This dataset was constructed with references to several projects and tools. Acknowledgement is given to the following resources: | |
| - [attardi/wikiextractor](https://github.com/attardi/wikiextractor) | |
| - [Hugging Face Datasets: hpprc/jawiki](https://huggingface.co/datasets/hpprc/jawiki) | |