% Trn 0 0.0 Trn + EX 0 0.0 +U10 -U1000 5 27.8 Trn + L30 + EXrL 0 0.0 +U10 3 16.7 +U100 7 38.9 +U200 -U1000 9 50.0 Trn +L1 +EXrL 0 0.0 +U10 -U1000 2 11.1 Trn + L30 0 0.0 +U10 2 11.1 +U100 5 27.8 +U200 -U500 9 50.0 +U1000 4 22.2 Trn + L1 0 0.0 +U10 2 11.1 +U100 4 22.2 +U200, U300,U1000 5 27.8 +U500 6 33.3 Table 4: Effectiveness for unseen senses (9 senses, 18 instances) could make it possible for the system to guess even unseen senses (33.3 %).
when using labeled data for semi-supervised learning, minimum expansion provides the best performance, and protects the system against sense bias.