A new pseudo-annotation pipeline from Apple converts signed video and English text into ranked annotations for glosses and classifiers. This system targets the high cost of manual labeling in datasets like ASL STEM Wiki. It allows researchers to utilize hundreds of hours of underused professional footage. Practitioners can now scale sign language training sets faster.