Citation Sentiment Classification on Sentiment Citation Corpus CSC-Clean (cross-validation)
78.94Positive Sentiment PercentageImpactCite
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ImpactCiteTopography=ImpactCite, Modification=None2020.05 | 78.94 | 85.71 | 75.43 | |
| ALBERTTopography=ALBERT, Modification=None2020.05 | 44.25 | 28.81 | 95.84 | |
| LSTMTopography=LSTM, Modification=Focal2020.05 | 42.7 | 19.1 | 82.8 | |
| LSTMTopography=LSTM, Modification=SMOTE2020.05 | 42.3 | 20.2 | 83.7 | |
| CNNTopography=CNN, Modification=SMOTE2020.05 | 39.4 | 20.2 | 84.2 | |
| BERTTopography=BERT, Modification=None2020.05 | 38.6 | 20.4 | 96.4 | |
| CNNTopography=CNN, Modification=Focal2020.05 | 36.9 | 16.9 | 94.3 | |
| CNNTopography=CNN, Modification=Upsampling2020.05 | 36.1 | 6.7 | 92.8 | |
| LSTMTopography=LSTM, Modification=None2020.05 | 32.8 | 12.4 | 93.9 | |
| CNNTopography=CNN, Modification=None2020.05 | 28.2 | 21.3 | 94.8 | |
| LSTMTopography=LSTM, Modification=Upsampling2020.05 | 26.1 | 11.2 | 97 | |
| RNNTopography=RNN, Modification=None2020.05 | 24.5 | 21.3 | 72.7 |