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Combat AI With AI: Counteract Machine-Generated Fake Restaurant Reviews on Social Media. (arXiv:2302.07731v3 [cs.CL] UPDATED)
cs.LG updates on arXiv.org arxiv.org
Recent advances in generative models such as GPT may be used to fabricate
indistinguishable fake customer reviews at a much lower cost, thus posing
challenges for social media platforms to detect these machine-generated fake
reviews. We propose to leverage the high-quality elite restaurant reviews
verified by Yelp to generate fake reviews from the OpenAI GPT review creator
and ultimately fine-tune a GPT output detector to predict fake reviews that
significantly outperform existing solutions. We further apply the model to
predict …
apply arxiv challenges cost customer fake generated generative generative models gpt identify machine media openai platforms quality review reviews social social media social media platforms solutions yelp