From textual reviews to Individual Reputation Rankings: Leaving ratings aside solving MPC task.

•Multiway Polarity Classification task solved with ratings entails problems.•It is explored estimating users’ preferences from reviews leaving ratings aside.•Performance evaluated on real datasets from IMDb site and Android based Apps.•It is more accurate to map reviews to preferences than to numerical ratings.•It is independent of the sentiment algorithm executed.