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"Best Dinner Ever!!!": Automatic Generation of Restaurant Reviews with LSTM-RNN

BARTOLI, Alberto
•
DE LORENZO, ANDREA
•
MEDVET, Eric
altro
Dennis, Morello
2016
  • conference object

Abstract
Consumer reviews are an important information resource for people and a fundamental part of everyday decision-making. Product reviews have an economical relevance which may attract malicious people to commit a review fraud, by writing false reviews. In this work, we investigate the possibility of generating hundreds of false restaurant reviews automatically and very quickly. We propose and evaluate a method for automatic generation of restaurant reviews tailored to the desired rating and restaurant category. A key feature of our work is the experimental evaluation which involves human users. We assessed the ability of our method to actually deceive users by presenting to them sets of reviews including a mix of genuine reviews and of machine-generated reviews. Users were not aware of the aim of the evaluation and the existence of machine-generated reviews. As it turns out, it is feasible to automatically generate realistic reviews which can manipulate the opinion of the user.
DOI
10.1109/WI.2016.0130
WOS
WOS:000404432100119
Archivio
http://hdl.handle.net/11368/2886621
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85013055826
http://ieeexplore.ieee.org/document/7817147/
Diritti
closed access
license:digital rights management non definito
FVG url
https://arts.units.it/request-item?handle=11368/2886621
Soggetti
  • Artificial neural net...

Scopus© citazioni
5
Data di acquisizione
Jun 7, 2022
Vedi dettagli
Visualizzazioni
2
Data di acquisizione
Apr 19, 2024
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