As finding and annotating such potential duplicates manually is very tedious and costly, automatic methods based on machine learning are a viable alternative.
many forums do not have annotated data, i.e., questions labeled by experts as duplicates, and thus a promising solution is to use domain adaptation from another forum that has such annotations.