thon pipe = pipeline("text-classification") pipe(["This restaurant is awesome", "This restaurant is awful"]) [{'label': 'POSITIVE', 'score': 0.9998743534088135}, {'label': 'NEGATIVE', 'score': 0.9996669292449951}] To iterate over full datasets it is recommended to use a dataset directly.