======= Predict using the model from ./outputs/oversample/comp/roberta-large-LR1e-5-epoch10-MaxLen256/checkpoint-best for test: {"acc": 0.7096774193548387, "num": 527, "correct": 374, "prec_0": 0.7454954954954955, "rec_0": 0.9376770538243626, "f1_0": 0.8306148055207028, "prec_1": 0.21212121212121213, "rec_1": 0.1891891891891892, "f1_1": 0.20000000000000004, "prec_2": 0.72, "rec_2": 0.26277372262773724, "f1_2": 0.3850267379679144, "macro_f1": 0.4718805144962057}======= Predict using the model from ./outputs/oversample/comp/roberta-large-LR1e-5-epoch10-MaxLen256/checkpoint-best for test: {"acc": 0.6907020872865275, "num": 527, "correct": 364, "prec_0": 0.7454545454545455, "rec_0": 0.9291784702549575, "f1_0": 0.8272383354350568, "prec_1": 0.11363636363636363, "rec_1": 0.13513513513513514, "f1_1": 0.12345679012345678, "prec_2": 0.7209302325581395, "rec_2": 0.22627737226277372, "f1_2": 0.34444444444444444, "macro_f1": 0.431713190000986}======= Predict using the model from ./outputs/oversample/comp/roberta-large-LR1e-5-epoch10-MaxLen256/checkpoint-best for test: {"acc": 0.6963946869070209, "num": 527, "correct": 367, "prec_0": 0.7721822541966427, "rec_0": 0.9121813031161473, "f1_0": 0.8363636363636363, "prec_1": 0.21311475409836064, "rec_1": 0.35135135135135137, "f1_1": 0.2653061224489796, "prec_2": 0.6530612244897959, "rec_2": 0.23357664233576642, "f1_2": 0.3440860215053763, "macro_f1": 0.4819185934393307}