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README.md
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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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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)
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