Explainable AI, how did the computer classified Text?
There are libraries like ELI5 or LIME, which can provide explanations for text classification, here is a link to an example:
https://eli5.readthedocs.io/en/latest/tutorials/black-box-text-classifiers.html#textexplainer
import eli5
from eli5.lime import TextExplainer

te = TextExplainer(random_state=42)
te.fit(doc, pipe.predict_proba)
te.show_prediction(target_names=twenty_train.target_names)