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fake reviews api

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fake reviews api

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    3) Hierarchal Attention Network (HAN) As it can be noticed that RoBERTa achieved the best performance for both datasets compared with peer algorithms where it obtained 70.2%, 65%, 61%, and 61.5% for accuracy, precision, recall, and F1-score, respectively. It also achieved 91.02%, 92.5%, 90%, and 90.5% for accuracy, precision, recall, and F1-score, respectively, on the deception dataset. Interestingly, its performance on the deception dataset is much better than Yelp datasets. This is because fake reviews on the Yelp website are more realistic (70.2% accuracy), and fake review detection is more challenging with such sort of dataset where there is overlapping between legitimate and fake review data. In contrast, the deception dataset is representing semi-real data. BERT, another transformer model, also achieved a considerable performance for both datasets. As such, it can be concluded from such results that transformer models are much better in detecting fake reviews, and this is because they are trained on large datasets. This could be a good starting point for utilizing such models and developing new ones in the future to improve fake review detection.

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