from transformers import pipeline classifier = pipeline( "text-classification", model="mrm8488/bert-tiny-finetuned-sms-spam-detection" ) def predict_text(text): result = classifier(text)[0] label = result["label"] score = result["score"] return { "prediction": label, "confidence": round(score * 100, 2) }