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--- |
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annotations_creators: |
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- machine-generated |
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language: |
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- en |
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language_creators: |
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- found |
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license: |
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- mit |
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multilinguality: |
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- monolingual |
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pretty_name: pile-pii-scrubadub |
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size_categories: |
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- 1M<n<10M |
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source_datasets: |
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- extended|the_pile |
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tags: |
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- pii |
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- personal |
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- identifiable |
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- information |
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- pretraining-with-human-feedback |
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task_categories: |
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- text-classification |
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- other |
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task_ids: |
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- acceptability-classification |
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- text-scoring |
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--- |
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# Dataset Card for pile-pii-scrubadub |
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## Dataset Description |
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- **Repository: https://github.com/tomekkorbak/aligned-pretraining-objectives** |
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- **Paper: Arxiv link to be added** |
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### Dataset Summary |
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This dataset contains text from [The Pile](https://huggingface.co/datasets/the_pile), annotated based on the personal idenfitiable information (PII) in each sentence. |
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Each document (row in the dataset) is segmented into sentences, and each sentence is given a score: the percentage of words in it that are classified as PII by [Scrubadub](https://scrubadub.readthedocs.io/en/stable/). |
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### Supported Tasks and Leaderboards |
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[More Information Needed] |
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### Languages |
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This dataset is taken from [The Pile](https://huggingface.co/datasets/the_pile), which is English text. |
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## Dataset Structure |
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### Data Instances |
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1949977 |
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### Data Fields |
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- texts (sequence): a list of the sentences in the document (segmented using [SpaCy](https://spacy.io/)) |
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- meta (dict): the section of [The Pile](https://huggingface.co/datasets/the_pile) from which it originated |
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- scores (sequence): a score for each sentence in the `texts` column indicating the percent of words that are detected as PII by [Scrubadub](https://scrubadub.readthedocs.io/en/stable/) |
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- avg_score (float64): the average of the scores listed in the `scores` column |
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- num_sents (int64): the number of sentences (and scores) in that document |
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### Data Splits |
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Training set only |
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## Dataset Creation |
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### Curation Rationale |
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This is labeled text from [The Pile](https://huggingface.co/datasets/the_pile), a large dataset of text in English. The PII is labeled so that generative language models can be trained to avoid generating PII. |
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### Source Data |
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#### Initial Data Collection and Normalization |
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This is labeled text from [The Pile](https://huggingface.co/datasets/the_pile). |
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#### Who are the source language producers? |
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Please see [The Pile](https://huggingface.co/datasets/the_pile) for the source of the dataset. |
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### Annotations |
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#### Annotation process |
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For each sentence, [Scrubadub](https://scrubadub.readthedocs.io/en/stable/) was used to detect: |
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- email addresses |
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- addresses and postal codes |
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- phone numbers |
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- credit card numbers |
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- US social security numbers |
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- vehicle plates numbers |
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- dates of birth |
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- URLs |
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- login credentials |
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#### Who are the annotators? |
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[Scrubadub](https://scrubadub.readthedocs.io/en/stable/) |
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### Personal and Sensitive Information |
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This dataset contains all PII that was originally contained in [The Pile](https://huggingface.co/datasets/the_pile), with all detected PII annotated. |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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This dataset contains examples of real PII (conveniently annotated in the text!). Please take care to avoid misusing it or putting anybody in danger by publicizing their information. |
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This dataset is intended for research purposes only. We cannot guarantee that all PII has been detected, and we cannot guarantee that models trained using it will avoid generating PII. |
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We do not recommend deploying models trained on this data. |
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### Discussion of Biases |
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This dataset contains all biases from The Pile discussed in their paper: https://arxiv.org/abs/2101.00027 |
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### Other Known Limitations |
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The PII in this dataset was detected using imperfect automated detection methods. We cannot guarantee that the labels are 100% accurate. |
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## Additional Information |
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### Dataset Curators |
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[The Pile](https://huggingface.co/datasets/the_pile) |
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### Licensing Information |
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From [The Pile](https://huggingface.co/datasets/the_pile): PubMed Central: [MIT License](https://github.com/EleutherAI/pile-pubmedcentral/blob/master/LICENSE) |
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### Citation Information |
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Paper information to be added |
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### Contributions |
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[The Pile](https://huggingface.co/datasets/the_pile) |
