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Class imbalance is a tricky problem, but it is unrelated to FastText.

There is no silver bullet. The best solution is to collect more data to bring the classes to a balance. The second best approach is to try algorithms like SMOTE.



SMOTE is for more numerical data.


It is a numerical problem underneath. Word vectors are numerical vectors.




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