An Integrated NLP-ML Framework for Property Prediction and Design of Steels.

This score is considered robust and highly significant, given the challenge of processing complex, unstructured, free‐text metallurgical descriptions (such as “13 mm round bar oil quenched 830°C, and tempered at 540°C”) where semantic overlap and variability prevent the attainment of a perfect separation score of 1.

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