Sentiment Analysis on Amazon Appliances streaming user reviews
0.35MSEBiLSTM+Att*
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BiLSTM+Att*SYNGRAPH Augmentation=true2025.03 | 0.35 | 72.5 | 62.3 | 54.17 | 56.05 | 0.5916 | 0.3 | 48.61 | |
| NGSAM*SYNGRAPH Augmentation=true2025.03 | 0.5069 | — | — | — | — | 0.712 | 0.4763 | 14.94 | |
| CHIM*SYNGRAPH Augmentation=true2025.03 | 0.55 | 60 | 24.68 | 26.14 | 24.53 | 0.7416 | 0.45 | 23.92 | |
| DC-DGNN*SYNGRAPH Augmentation=true2025.03 | 0.6667 | 85.71 | 54.41 | 58.33 | 56.25 | 0.8165 | 0.2857 | 20.22 | |
| NGSAMSYNGRAPH Augmentation=false2025.03 | 0.7007 | — | — | — | — | 0.8371 | 0.601 | — | |
| CHIMSYNGRAPH Augmentation=false2025.03 | 0.95 | 55 | 22.44 | 24.14 | 22.3 | 0.9747 | 0.6 | — | |
| Bert-Sequence*SYNGRAPH Augmentation=true2025.03 | 0.9583 | 60.42 | 20.62 | 24.04 | 21.78 | 0.9789 | 0.5417 | -4.36 | |
| IUPC*SYNGRAPH Augmentation=true2025.03 | 0.9583 | 60.42 | 25.1 | 32.12 | 24.83 | 0.9789 | 0.5417 | -4.36 | |
| Bert-SequenceSYNGRAPH Augmentation=false2025.03 | 1.0476 | 71.43 | 23.81 | 33.33 | 27.78 | 1.0235 | 0.4762 | — | |
| IUPCSYNGRAPH Augmentation=false2025.03 | 1.0476 | 71.43 | 23.81 | 33.33 | 27.78 | 1.0235 | 0.4762 | — | |
| DC-DGNNSYNGRAPH Augmentation=false2025.03 | 1.0476 | 71.43 | 23.81 | 33.33 | 27.78 | 1.0235 | 0.4762 | — | |
| BiLSTM+AttSYNGRAPH Augmentation=false2025.03 | 1.325 | 50 | 12.5 | 25 | 16.67 | 1.1511 | 0.725 | — |