A Survey on Fake Review Detection: From Pre-trained Language Models to Large Language Models
How Large Language Models are redefining the fight against sophisticated deceptive review campaigns.
Online reviews shape consumer decisions, platform governance, and corporate reputation.Fake reviews compromise this information channel by injecting deceptive evidence into rating systems, recommendation pipelines, and public trust mechanisms.The rise of large language models, or...
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The transition from traditional machine learning to Large Language Models in fake review detection represents a critical shift toward understanding nuance and deceptive patterns. This evolution is essential for maintaining the integrity of digital ecosystems and protecting consumer trust in an era of AI-generated misinformation.
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