Model

MSE

RMSE

MAE

论文评分预测任务

SVM (TF-IDF)

1.3312

1.1218

0.9384

XGBOOST (TF-IDF)

1.4179

1.0573

0.9416

TextCNN (GloVe)

1.3328

1.1545

0.9507

TextCNN (BERT)

1.4107

1.2805

0.9430

BiLSTM (GloVe)

1.5472

1.1465

0.9864

BiLSTM (BERT)

1.3990

1.3642

0.9509

CNN-LSTM (GloVe)

1.3889

1.1785

0.9415

CNN-LSTM (BERT)

1.2477

1.1088

0.9308