| --- |
| annotations_creators: |
| - other |
| language_creators: |
| - found |
| language: |
| - en |
| license: |
| - cc-by-4.0 |
| multilinguality: |
| - multilingual |
| paperswithcode_id: null |
| pretty_name: "wikipedia pages chunked for fill-mask" |
| size_categories: |
| - 10M<n<100M |
| source_datasets: |
| - original |
| task_categories: |
| - fill-mask |
|
|
| --- |
| |
| # preprocessed version of rcds/wikipedia-persons-masked |
|
|
| ## Table of Contents |
|
|
| - [Table of Contents](#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 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:** |
| - **Repository:** |
| - **Paper:** |
| - **Leaderboard:** |
| - **Point of Contact:** |
|
|
| ### Dataset Summary |
|
|
| Contains ~70k pages from wikipedia, each describing a person. For each page, the person described in the text |
| is masked with a <mask> token. The ground truth for every mask is provided. |
| Each row contains a part of a wiki page, specified by the size parameter which limits the maximum size in number of tokens per text chunk. |
| for each chunk the expected name for each mask is given. |
|
|
| ### Supported Tasks and Leaderboards |
|
|
| The dataset supports the tasks of fill-mask, but can also be used for other tasks such as question answering, |
| e.g. "Who is <mask>?" |
|
|
| ### Languages |
|
|
| *english only* |
|
|
| ## Dataset Structure |
|
|
| In /data find different versions of the full dataset, with original and paraphrased versions as well as chunked to 4096 and 512 tokens. |
|
|
| Use the dataset like this: |
| ```python |
| from datasets import load_dataset |
| |
| dataset = load_dataset('rcds/wikipedia-persons-masked', split='train', type='original', size='512') |
| ``` |
|
|
| ### Data Fields |
|
|
| Columns are: |
| - texts: the text chunks |
| - masks: the names for each of the masks in the chunks |
|
|
| ### Data Splits |
|
|
| There are no splits, only a default train. |
|
|
| ## Dataset Creation |
|
|
| Created by using the tokenizer from allenai/longformer-base-4096 for the 4096 token per chunk version, |
| and the xml-roberta-large tokenizer for the 512 token version. Chunks are split to fit those token sizes, |
| with the splits ensuring no words are split in half. |
| Possible improvements: Last chunk of a page might be much shorter, could join part of the previous one to have more tokens |
| in the last chunk. |
|
|
| ### Curation Rationale |
|
|
| [More Information Needed] |
|
|
| ### Source Data |
|
|
| #### Initial Data Collection and Normalization |
|
|
| [More Information Needed] |
|
|
| #### Who are the source language producers? |
|
|
| [More Information Needed] |
|
|
|
|
| ### Annotations |
|
|
| #### Annotation process |
|
|
| [More Information Needed] |
|
|
| #### Who are the annotators? |
|
|
| [More Information Needed] |
|
|
| ### Personal and Sensitive Information |
|
|
| [More Information Needed] |
|
|
| ## Considerations for Using the Data |
|
|
| ### Social Impact of Dataset |
|
|
| [More Information Needed] |
|
|
| ### Discussion of Biases |
|
|
| [More Information Needed] |
|
|
| ### Other Known Limitations |
|
|
| [More Information Needed] |
|
|
| ## Additional Information |
|
|
| ### Dataset Curators |
|
|
| [More Information Needed] |
|
|
| ### Licensing Information |
|
|
| [More Information Needed] |
|
|
| ### Citation Information |
|
|
| ``` |
| TODO add citation |
| ``` |
|
|
| ### Contributions |
|
|
| Thanks to [@skatinger](https://github.com/skatinger) for adding this dataset. |
|
|
