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About this paper

Emrul Hasan, Chen Ding

The authors propose a method that uses review sentences and criteria ratings to predict overall ratings. It matches sentences to predefined criteria by semantic similarity, places below-threshold sentences in an undefined group, and estimates sentiment ratings for both groups. On their TripAdvisor sample, the method achieves MSE 0.3912, versus 0.4220 for MRRRec; this measures prediction error, not recommendation quality.

Summary by alphaXiv.

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