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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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+
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+ # Dataset Card for pile-pii-scrubadub
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+
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+ ## Dataset Description
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+
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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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+
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+ ### Dataset Summary
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+
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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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+
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+ ### Supported Tasks and Leaderboards
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+
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+ [More Information Needed]
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+
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+ ### Languages
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+
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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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+
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+ ## Dataset Structure
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+
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+ ### Data Instances
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+
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+ 1949977
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+
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+ ### Data Fields
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+
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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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+
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+ ### Data Splits
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+
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+ Training set only
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+
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+ ## Dataset Creation
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+
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+ ### Curation Rationale
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+
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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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+
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+ ### Source Data
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+
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+ #### Initial Data Collection and Normalization
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+
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+ This is labeled text from [The Pile](https://huggingface.co/datasets/the_pile).
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+
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+ #### Who are the source language producers?
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+
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+ Please see [The Pile](https://huggingface.co/datasets/the_pile) for the source of the dataset.
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+
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+ ### Annotations
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+
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+ #### Annotation process
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+
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+ For each sentence, [Scrubadub](https://scrubadub.readthedocs.io/en/stable/) was used to detect:
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+
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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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+
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+ #### Who are the annotators?
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+
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+ [Scrubadub](https://scrubadub.readthedocs.io/en/stable/)
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+
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+ ### Personal and Sensitive Information
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+
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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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+
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+ ## Considerations for Using the Data
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+
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+ ### Social Impact of Dataset
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+
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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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+
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+ ### Discussion of Biases
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+
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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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+
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+ ### Other Known Limitations
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+
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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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+
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+ ## Additional Information
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+
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+ ### Dataset Curators
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+
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+ [The Pile](https://huggingface.co/datasets/the_pile)
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+
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+ ### Licensing Information
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+
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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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+
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+ ### Citation Information
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+
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+ Paper information to be added
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+
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+ ### Contributions
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+
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+ [The Pile](https://huggingface.co/datasets/the_pile)