|
--- |
|
license: cc-by-nc-2.0 |
|
task_categories: |
|
- text-classification |
|
language: |
|
- en |
|
--- |
|
# Dataset Card for Dataset Name |
|
|
|
Dataset for authorship verification, comprised of 12 cleaned, modified, open source authorship verification and attribution datasets. |
|
|
|
## Dataset Details |
|
Code for cleaning and modifying datasets can be found in [https://github.com/swan-07/authorship-verification/blob/main/Authorship_Verification_Datasets.ipynb](url) and is detailed in paper. |
|
|
|
Datasets used to produce the final dataset are: |
|
|
|
1. Reuters50 |
|
|
|
@misc{misc_reuter_50_50_217, |
|
author = {Liu,Zhi}, |
|
title = {{Reuter_50_50}}, |
|
year = {2011}, |
|
howpublished = {UCI Machine Learning Repository}, |
|
note = {{DOI}: https://doi.org/10.24432/C5DS42} |
|
} |
|
|
|
License: (CC BY 4.0) |
|
|
|
2. The Blog Authorship Corpus |
|
|
|
@misc{misc_blog_authorship_corpus, |
|
author = {J. Schler, M. Koppel, S. Argamon and J. Pennebaker}, |
|
title = {{Effects of Age and Gender on Blogging}}, |
|
year = {2006}, |
|
howpublished = {2006 AAAI Spring Symposium on Computational Approaches for Analyzing Weblogs}, |
|
note = {https://u.cs.biu.ac.il/~schlerj/schler_springsymp06.pdf} |
|
} |
|
|
|
License from https://www.kaggle.com/datasets/rtatman/blog-authorship-corpus: The corpus may be freely used for non-commercial research purposes. |
|
|
|
3. Victorian |
|
|
|
@misc{misc_victorian_era_authorship_attribution_454, |
|
author = {Gungor,Abdulmecit}, |
|
title = {{Victorian Era Authorship Attribution}}, |
|
year = {2018}, |
|
howpublished = {UCI Machine Learning Repository}, |
|
note = {{DOI}: https://doi.org/10.24432/C5SW4H} |
|
} |
|
|
|
License: (CC BY 4.0) |
|
|
|
4. arXiv |
|
|
|
@misc{misc_arXiv_100authors_comp_sci, |
|
author = {Moreo, Alejandro}, |
|
title = {{arXiv abstracts and titles from 1,469 single-authored papers (100 unique authors) in computer science |
|
}}, |
|
year = {2022}, |
|
howpublished = {Zenodo}, |
|
note = {{DOI}: https://doi.org/10.5281/zenodo.7404702} |
|
} |
|
|
|
License: (CC BY 4.0) |
|
|
|
5. DarkReddit |
|
|
|
@article{DBLP:journals/corr/abs-2112-05125, |
|
author = {Andrei Manolache and |
|
Florin Brad and |
|
Elena Burceanu and |
|
Antonio Barbalau and |
|
Radu Tudor Ionescu and |
|
Marius Popescu}, |
|
title = {Transferring BERT-like Transformers' Knowledge for Authorship Verification}, |
|
journal = {CoRR}, |
|
volume = {abs/2112.05125}, |
|
year = {2021}, |
|
url = {https://arxiv.org/abs/2112.05125}, |
|
eprinttype = {arXiv}, |
|
eprint = {2112.05125}, |
|
timestamp = {Mon, 13 Dec 2021 17:51:48 +0100}, |
|
biburl = {https://dblp.org/rec/journals/corr/abs-2112-05125.bib}, |
|
bibsource = {dblp computer science bibliography, https://dblp.org} |
|
} |
|
|
|
@inproceedings{Kestemont2020OverviewOT, |
|
author = {Mike Kestemont and |
|
Enrique Manjavacas and |
|
Ilia Markov and |
|
Janek Bevendorff and |
|
Matti Wiegmann and |
|
Efstathios Stamatatos and |
|
Martin Potthast and |
|
Benno Stein}, |
|
editor = {Linda Cappellato and |
|
Carsten Eickhoff and |
|
Nicola Ferro and |
|
Aur{\'{e}}lie N{\'{e}}v{\'{e}}ol}, |
|
title = {Overview of the Cross-Domain Authorship Verification Task at {PAN} |
|
2020}, |
|
booktitle = {Working Notes of {CLEF} 2020 - Conference and Labs of the Evaluation |
|
Forum, Thessaloniki, Greece, September 22-25, 2020}, |
|
series = {{CEUR} Workshop Proceedings}, |
|
volume = {2696}, |
|
publisher = {CEUR-WS.org}, |
|
year = {2020}, |
|
url = {http://ceur-ws.org/Vol-2696/paper\_264.pdf}, |
|
timestamp = {Tue, 27 Oct 2020 17:12:48 +0100}, |
|
biburl = {https://dblp.org/rec/conf/clef/KestemontMMBWSP20.bib}, |
|
bibsource = {dblp computer science bibliography, https://dblp.org} |
|
} |
|
|
|
License from https://github.com/bit-ml/Dupin/tree/main: not disclosed |
|
|
|
6. British Academic Written English (BAWE) |
|
|
|
@misc{20.500.12024/2539, |
|
title = {British Academic Written English Corpus}, |
|
author = {Nesi, Hilary and Gardner, Sheena and Thompson, Paul and Wickens, Paul}, |
|
url = {http://hdl.handle.net/20.500.12024/2539}, |
|
note = {Oxford Text Archive}, |
|
copyright = {Distributed by the University of Oxford under a Creative Commons Attribution-{NonCommercial}-{ShareAlike} 3.0 Unported License.}, |
|
year = {2008} } |
|
|
|
License from https://ota.bodleian.ox.ac.uk/repository/xmlui/handle/20.500.12024/2539: (CC BY-NC-SA 3.0) |
|
|
|
7. IMDB62 |
|
|
|
@article{seroussi2014authorship, |
|
title={Authorship attribution with topic models}, |
|
author={Seroussi, Yanir and Zukerman, Ingrid and Bohnert, Fabian}, |
|
journal={Computational Linguistics}, |
|
volume={40}, |
|
number={2}, |
|
pages={269--310}, |
|
year={2014}, |
|
publisher={MIT Press One Rogers Street, Cambridge, MA 02142-1209, USA journals-info~…} |
|
} |
|
|
|
License from https://umlt.infotech.monash.edu/?page_id=266: not disclosed |
|
|
|
8. PAN11 |
|
|
|
@misc{misc_pan11-author-identification-corpora, |
|
author = {Argamon, Shlomo and Juola, Patrick}, |
|
title = {{PAN11 Author Identification: Attribution}}, |
|
year = {2011}, |
|
howpublished = {Zenodo}, |
|
note = {{DOI}: https://doi.org/10.5281/zenodo.3713245} |
|
} |
|
|
|
License: not disclosed |
|
|
|
9. PAN13 |
|
|
|
@misc{misc_pan13-authorship-verification-test-and-training, |
|
author = {Juola, Patrick and Stamatatos, Efstathios}, |
|
title = {{PAN13 Author Identification: Verification}}, |
|
year = {2013}, |
|
howpublished = {Zenodo}, |
|
note = {{DOI}: https://doi.org/10.5281/zenodo.3715998} |
|
} |
|
|
|
License: not disclosed |
|
|
|
10. PAN14 |
|
|
|
@misc{misc_pan14-authorship-verification-test-and-training, |
|
author = {Stamatatos, Efstathios and Daelemans, Walter and Verhoeven, Ben and Potthast, Martin and Stein, Benno and Juola, Patrick and A. Sanchez-Perez, Miguel and Barrón-Cedeño, Alberto}, |
|
title = {{PAN14 Author Identification: Verification}}, |
|
year = {2014}, |
|
howpublished = {Zenodo}, |
|
note = {{DOI}: https://doi.org/10.5281/zenodo.3716032} |
|
} |
|
|
|
License: not disclosed |
|
|
|
11. PAN15 |
|
|
|
@misc{misc_pan15-authorship-verification-test-and-training, |
|
author = {Stamatatos, Efstathios and Daelemans Daelemans amd Ben Verhoeven, Walter and Juola, Patrick and López-López, Aurelio and Potthast, Martin and Stein, Benno}, |
|
title = {{PAN15 Author Identification: Verification}}, |
|
year = {2015}, |
|
howpublished = {Zenodo}, |
|
note = {{DOI}: https://doi.org/10.5281/zenodo.3737563} |
|
} |
|
|
|
License: not disclosed |
|
|
|
12. PAN20 |
|
|
|
@Article{stein:2020k, |
|
author = {Sebastian Bischoff and Niklas Deckers and Marcel Schliebs and Ben Thies and Matthias Hagen and Efstathios Stamatatos and Benno Stein and Martin Potthast}, |
|
journal = {CoRR}, |
|
month = may, |
|
title = {{The Importance of Suppressing Domain Style in Authorship Analysis}}, |
|
url = {https://arxiv.org/abs/2005.14714}, |
|
volume = {abs/2005.14714}, |
|
year = 2020 |
|
} |
|
|
|
using the open-set unseen all split from |
|
@article{DBLP:journals/corr/abs-2112-05125, |
|
author = {Andrei Manolache and |
|
Florin Brad and |
|
Elena Burceanu and |
|
Antonio Barbalau and |
|
Radu Tudor Ionescu and |
|
Marius Popescu}, |
|
title = {Transferring BERT-like Transformers' Knowledge for Authorship Verification}, |
|
journal = {CoRR}, |
|
volume = {abs/2112.05125}, |
|
year = {2021}, |
|
url = {https://arxiv.org/abs/2112.05125}, |
|
eprinttype = {arXiv}, |
|
eprint = {2112.05125}, |
|
timestamp = {Mon, 13 Dec 2021 17:51:48 +0100}, |
|
biburl = {https://dblp.org/rec/journals/corr/abs-2112-05125.bib}, |
|
bibsource = {dblp computer science bibliography, https://dblp.org} |
|
} |
|
|
|
@inproceedings{Kestemont2020OverviewOT, |
|
author = {Mike Kestemont and |
|
Enrique Manjavacas and |
|
Ilia Markov and |
|
Janek Bevendorff and |
|
Matti Wiegmann and |
|
Efstathios Stamatatos and |
|
Martin Potthast and |
|
Benno Stein}, |
|
editor = {Linda Cappellato and |
|
Carsten Eickhoff and |
|
Nicola Ferro and |
|
Aur{\'{e}}lie N{\'{e}}v{\'{e}}ol}, |
|
title = {Overview of the Cross-Domain Authorship Verification Task at {PAN} |
|
2020}, |
|
booktitle = {Working Notes of {CLEF} 2020 - Conference and Labs of the Evaluation |
|
Forum, Thessaloniki, Greece, September 22-25, 2020}, |
|
series = {{CEUR} Workshop Proceedings}, |
|
volume = {2696}, |
|
publisher = {CEUR-WS.org}, |
|
year = {2020}, |
|
url = {http://ceur-ws.org/Vol-2696/paper\_264.pdf}, |
|
timestamp = {Tue, 27 Oct 2020 17:12:48 +0100}, |
|
biburl = {https://dblp.org/rec/conf/clef/KestemontMMBWSP20.bib}, |
|
bibsource = {dblp computer science bibliography, https://dblp.org} |
|
} |
|
|
|
License from https://github.com/bit-ml/Dupin/tree/main: not disclosed |
|
|
|
|
|
Datasets were cleaned, named entities were replaced with their general type in all except PAN14, PAN15, and PAN20, and datasets were restructured into dataframes with columns |text1|text2|same| where a value of 0 in same meant the two texts had different authors, while a value of 1 meant the two texts had the same author. |
|
|
|
All datasets were split into train/test/verification, keeping the splits if given (see paper for specifics) and otherwise using a 0.7:0.15:0.15 split. |
|
|
