Abstract: Highlights•Deep learning models in combination with external embedding techniques work best.•Rec. performance based on NLP matches the performance based on manual annotations.•Sentiment of NLP annotations does not significantly improve recommender performance.•Movie titles and movie keywords are the most important annotations for accurate rec.
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