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I tried MultinomialNB and SGDClassifier, but accuracy dropped slightly. BERT gave minor improvements but required heavy GPU training—rejected. Even AutoGluon gave me a hilarious 53% binary accuracy. None of these are worth discussing further.

applied in reverse MRO order. N.B: If the cls param is

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