Examples of classification performance of real observed absorption Lines. Left panel: Successful Classification – The panel displays instances where the classification algorithm accurately identifies single and double absorption lines, effectively matching the true labels. Right panel: Misclassified Cases – The two panels show examples of the misclassified single and double absorption lines, highlighting areas for improvement in certain challenging scenarios.