book_title
stringlengths 1
455
| original_publication_year
stringclasses 210
values | text
stringlengths 270
28.5M
| gutenberg_release_date
stringlengths 10
10
|
|---|---|---|---|
Familiar Studies in Homer | null | "\n\n\n\n FAMILIAR STUDIES IN HOMER\n\n\n\n\n\n\n-----------------------------(...TRUNCATED) | 04/05/2021 |
Ecclesiastical History of England from the Opening of the Long | null | "FROM THE OPENING OF THE LONG PARLIAMENT TO THE DEATH OF OLIVER CROMWELL ***\n\n\n\n\n (...TRUNCATED) | 01/06/2021 |
Out of Mind | null | "\n\n\nProduced by Greg Weeks, Mary Meehan and the Online\nDistributed Proofreading Team at http://w(...TRUNCATED) | 12/30/2019 |
My Wayward Pardner; or, My Trials with Josiah, America, the Widow Bump, and Etcetery | null | "\n\n\nProduced by KD Weeks, hekula03 and the Online Distributed\nProofreading Team at https://www.p(...TRUNCATED) | 11/23/2020 |
Southey | null | "\n\n\n\nProduced by Juliet Sutherland and the Online Distributed\nProofreading Team at https://www.(...TRUNCATED) | 04/30/2020 |
Cattle | null | "\n\n\nProduced by Mary Glenn Krause, Martin Pettit and the Online\nDistributed Proofreading Team at(...TRUNCATED) | 08/12/2020 |
The Footpath Way: An Anthology for Walkers | null | "\n\n\nThe Footpath Way\n\nAN ANTHOLOGY FOR WALKERS\n\nWITH AN INTRODUCTION BY\n\nHilaire Belloc\n\n(...TRUNCATED) | 06/25/2019 |
Eight Million Dollars From Mars! | 1954 | "\n\n\n\n\n Eight Million Dollars From Mars!\n\n By Wins(...TRUNCATED) | 10/01/2021 |
The Disembodied Man | 1954 | "\n\n\n\n The Disembodied Man\n\n By Larry Maddoc(...TRUNCATED) | 09/13/2021 |
Medical Inquiries and Observations, Vol. 1 | null | "\n\nE-text prepared by MWS, Jens Nordmann, Bryan Ness, and the Online\nDistributed Proofreading Te(...TRUNCATED) | 02/26/2019 |
Books from Project Gutenberg (after PG-19)
This dataset contains 9,542 books collected from Project Gutenberg, an online library for free e-books.
Specifically, we collect books that have been added to Project Gutenberg after the last book that has been included in the widely used PG-19 dataset. Of all books included in PG-19, the latest release date on Project Gutenberg was February 10, 2019. We use an open source library to download all English books that were added to Project Gutenberg after this date (and adapt the code here). As preprocessing, we only consider the text between the explicit start and end of the uniformly formatted text files.
This data has been collected as part of the experimental setup of the paper "Did the Neurons Read your Book? Document-level Membership Inference for Large Language Models" (link). The goal was to create a dataset containing representative non-member documents compared to PG-19 to develop and evaluate a Membership Inference Attack (MIA) against a Large Language Model (LLM) trained on data containing PG-19.
We here release the data we have used to generate the results discussed in the paper, mainly to facilitate further research in similar directions. Importantly, research beyond the study in the paper (here) suggests that this dataset exhibits a serious distribution shift in language compared to books in PG19. Hence, it is not recommended to use this data -at least not in its current form- as non-member data to develop and evaluate post-hoc MIAs against LLMs.
Of course, the dataset also represents a rich source of natural language from the literature -most of which should be in the public domain in the US- and could also be used for other purposes.
If you found this dataset helpful for your work, kindly cite us as
@article{meeus2023did,
title={Did the neurons read your book? document-level membership inference for large language models},
author={Meeus, Matthieu and Jain, Shubham and Rei, Marek and de Montjoye, Yves-Alexandre},
journal={arXiv preprint arXiv:2310.15007},
year={2023}
}
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