Sentiment Analysis on Amazon Magazine_Subscriptions streaming user reviews
0.4206MSEDC-DGNN*
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DC-DGNN*SYNGRAPH Augmentation=true2025.03 | 0.4206 | 79.83 | 68.79 | 58.53 | 53.85 | 0.6485 | 0.2575 | 26.42 | |
| Bert-Sequence*SYNGRAPH Augmentation=true2025.03 | 0.516 | 70.35 | 44.79 | 52.78 | 47.92 | 0.7183 | 0.3654 | 36.8 | |
| IUPC*SYNGRAPH Augmentation=true2025.03 | 0.5721 | 74.2 | 48 | 52.83 | 49.79 | 0.7564 | 0.3349 | 22.16 | |
| DC-DGNNSYNGRAPH Augmentation=false2025.03 | 0.7768 | 75.54 | 42.9 | 41.07 | 40.16 | 0.8814 | 0.382 | — | |
| NGSAM*SYNGRAPH Augmentation=true2025.03 | 0.9433 | — | — | — | — | 0.9712 | 0.6077 | 14.38 | |
| IUPCSYNGRAPH Augmentation=false2025.03 | 0.9442 | 70.39 | 26.71 | 34.99 | 30.16 | 0.9717 | 0.4635 | — | |
| NGSAMSYNGRAPH Augmentation=false2025.03 | 1.2867 | — | — | — | — | 1.1343 | 0.7772 | — | |
| Bert-SequenceSYNGRAPH Augmentation=false2025.03 | 1.2918 | 69.53 | 25.89 | 30.49 | 27.91 | 1.1366 | 0.5451 | — | |
| BiLSTM+Att*SYNGRAPH Augmentation=true2025.03 | 1.3862 | 68.31 | 59.66 | 36.67 | 39.76 | 1.1774 | 0.5628 | 3.93 | |
| BiLSTM+AttSYNGRAPH Augmentation=false2025.03 | 1.5021 | 69.1 | 40.4 | 40.54 | 40.19 | 1.2256 | 0.5837 | — | |
| CHIMSYNGRAPH Augmentation=false2025.03 | 1.5392 | 60.84 | 35.49 | 30.02 | 30.73 | 1.2406 | 0.6831 | — | |
| CHIM*SYNGRAPH Augmentation=true2025.03 | 1.8798 | 69.95 | 24.53 | 27.68 | 25.53 | 1.3711 | 0.6557 | -10.52 |