Model MAP HITS@10 BILINEAR-DIAG<cite> (Guu et al., 2015)</cite> N/A 12.9 BILINEAR-DIAG 8.0 12.2 +Guu et al. (2015) N/A 14.4 PRUNED-PATHS l = 3 c=10 9.5 14.8 PRUNED-PATHS l = 3 c=1 9.5 14.9 PRUNED-PATHS l = 5 c=10 8.9 14.4 ALL-PATHS l = 3 9.4 14.7 ALL-PATHS+NODES l=3 9.4 15.2 ALL-PATHS l = 5 9.6 16.6 ALL-PATHS+NODES l=5 9.8 16.7 Table 2 : KB completion results on the WordNet test set: comparison of our compositional learning approach (ALL-PATHS) with baseline systems.