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A hybrid deep learning‐based approach that combines CNN, LSTM‐GRU layers, and an attention mechanism, which is evaluated against various baseline models and achieves an accuracy of 96%, which outperforms all baselines in the recognition of suicidal content in Roman Urdu text.