This document summarizes a pilot project using B2NOTE to semantically annotate research data stored in EUDAT B2SHARE. The project was conducted by researchers at the University of Porto. B2NOTE allows researchers to directly annotate datasets in B2SHARE using lightweight ontologies. The annotations are stored along with the datasets. This helps promote semantic annotation of research data by those who create it.