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