In the text sentiment classification task. some words are seemingly unrelated to the classification task. but they have a direct impact on the performance of classification model. For example. https://www.markbroyard.com/hot-sale-us-topo-7-5-minute-map-for-sunken-lake-mi-supply-limited-grab/