From this imbalanced distribution of relations, it immediately follows that accuracy alone, as evaluation measure, is not sufficient to identify the best performing model.
in the following section we report, and analyze, the F 1 scores of the predicted NomBank and PCEDT relations across all the STL, TL and MTL models.