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) | |