Sentiment Analysis on Amazon Gift Cards streaming user reviews
0.1145MSEDC-DGNN*
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DC-DGNN*SYNGRAPH Augmentation=true2025.03 | 0.1145 | 89.56 | 43.84 | 50 | 46.71 | 0.3383 | 0.1077 | 38.88 | |
| NGSAM*SYNGRAPH Augmentation=true2025.03 | 0.2544 | — | — | — | — | 0.5044 | 0.3116 | 21.73 | |
| Bert-Sequence*SYNGRAPH Augmentation=true2025.03 | 0.2909 | 84.43 | 44.17 | 40.53 | 42.01 | 0.5393 | 0.1905 | 2.57 | |
| Bert-SequenceSYNGRAPH Augmentation=false2025.03 | 0.3064 | 87.54 | 21.89 | 25 | 23.34 | 0.5535 | 0.1717 | — | |
| CHIMSYNGRAPH Augmentation=false2025.03 | 0.3064 | 87.54 | 21.89 | 25 | 23.34 | 0.5535 | 0.1717 | — | |
| DC-DGNNSYNGRAPH Augmentation=false2025.03 | 0.3064 | 87.54 | 21.89 | 25 | 23.34 | 0.5535 | 0.1717 | — | |
| NGSAMSYNGRAPH Augmentation=false2025.03 | 0.4152 | — | — | — | — | 0.6444 | 0.3463 | — | |
| BiLSTM+Att*SYNGRAPH Augmentation=true2025.03 | 0.5201 | 77.49 | 30.66 | 26.31 | 27.27 | 0.7211 | 0.3079 | 0.12 | |
| BiLSTM+AttSYNGRAPH Augmentation=false2025.03 | 0.5213 | 74.39 | 26.9 | 20.34 | 17.78 | 0.722 | 0.3273 | — | |
| CHIM*SYNGRAPH Augmentation=true2025.03 | 0.608 | 76.71 | 36.98 | 33.46 | 34.75 | 0.7798 | 0.3312 | -40.89 |