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Sometimes, simpler is better: Logistic Regression beats BiLSTMs at tweet sentiment classification on medium-sized datasets.
Transformer-based models aren't always the only answer: SVMs offer a surprisingly competitive and efficient alternative for sentiment analysis, even when contextual understanding is key.