Logo del repository
  1. Home
 
Opzioni

Exploring the Potential of GPT-2 for Generating Fake Reviews of Research Papers

Bartoli, Alberto
•
Medvet, Eric
2020
  • conference object

Abstract
Modern tools for natural language generation may enable novel forms of scholarly fraud based on the automatic generation of fake review reports for academic papers, i.e., of a few sentences broadly related to the textual content of a submission and written with the style of an anonymous reviewer. A tool capable of generating such reports automatically and for free could enable various forms of unethical behavior by publishers and researchers. In this work we experiment with a simple heuristic that makes use of widely available and easy to use tools for natural language generation, including the Generative Pretrained Transformer 2 (GPT-2), in order to craft fake reviews automatically. We also perform a small user study for assessing the credibility of those reviews. Our analysis suggests that academic frauds based on fake reviews may indeed be feasible and ready to be deployed in the wild.
DOI
10.3233/FAIA200717
WOS
WOS:000661247100038
Archivio
http://hdl.handle.net/11368/2975438
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85101494903
http://ebooks.iospress.nl/doi/10.3233/FAIA200717
Diritti
open access
license:creative commons
license uri:http://creativecommons.org/licenses/by-nc-nd/4.0/
FVG url
https://arts.units.it/bitstream/11368/2975438/1/FAIA-331-FAIA200717.pdf
Soggetti
  • academic fraud

  • artificial intelligen...

  • bibliometry

  • language model

  • natural language gene...

  • natural language proc...

Web of Science© citazioni
2
Data di acquisizione
Mar 25, 2024
Visualizzazioni
6
Data di acquisizione
Apr 19, 2024
Vedi dettagli
google-scholar
Get Involved!
  • Source Code
  • Documentation
  • Slack Channel
Make it your own

DSpace-CRIS can be extensively configured to meet your needs. Decide which information need to be collected and available with fine-grained security. Start updating the theme to match your nstitution's web identity.

Need professional help?

The original creators of DSpace-CRIS at 4Science can take your project to the next level, get in touch!

Realizzato con Software DSpace-CRIS - Estensione mantenuta e ottimizzata da 4Science

  • Impostazioni dei cookie
  • Informativa sulla privacy
  • Accordo con l'utente finale
  • Invia il tuo Feedback