|
--- |
|
annotations_creators: |
|
- other |
|
language_creators: |
|
- found |
|
language: |
|
- en |
|
license: |
|
- cc-by-4.0 |
|
multilinguality: |
|
- multilingual |
|
paperswithcode_id: null |
|
pretty_name: "wikipedia persons masked: A filtered version of the wikipedia dataset, with only pages of people." |
|
size_categories: |
|
- 10M<n<100M |
|
source_datasets: |
|
- original |
|
task_categories: |
|
- fill-mask |
|
|
|
--- |
|
|
|
# wikipedia persons masked: A filtered version of the wikipedia dataset, with only pages of people |
|
|
|
## 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. |
|
|
|
### 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 |
|
|
|
There is one large dataset file (dataset.jsonl.xz), containing all data. |
|
|
|
Use the dataset like this: |
|
```python |
|
from datasets import load_dataset |
|
|
|
dataset = load_dataset('rcds/wikipedia-persons-masked') |
|
``` |
|
|
|
### Data Fields |
|
|
|
Columns are: |
|
- id: the id in the original dataset |
|
- url: the link to the wikipedia page |
|
- title: the title of the wikipedia page |
|
- text: the original wikipedia text |
|
- sentences: text split to sentences |
|
- paraphrased_sentences: text split to sentences, with each sentence paraphrased (e.g. mutated a bit) |
|
- masked_text_original: original text with entity masked in every occurence ( |
|
- masked_entities_original: array of entities masked in masked_text_original |
|
- masked_text_paraphrased: paraphrased text with entity masked in every occurence |
|
- masked_entities_paraphrased: array of entities msked in masked_text_paraphrased |
|
|
|
### Data Splits |
|
|
|
There are no splits. |
|
|
|
## Dataset Creation |
|
|
|
This dataset was created by using the wikipedia dataset from huggingface and processing it from there. |
|
People were queried via wikidata. The texts were split with nltk punkt, paraphrased with tuner007's pegasus. |
|
The entity recognition was performed with bert-base-NER by dslim and recognized entities replaced with a mask token. |
|
|
|
### 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. |
