Aspect-Based Sentiment Analysis on Laptop-ACOS
85.1ATEUNIFIEDABSA
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UNIFIEDABSAModel Configuration=Multi-task instruction tuning (Unify), Backbone=T5-BASE, Evaluation Protocol=Fully-supervised2022.11 | 85.1 | 59.82 | 90.67 | 90.34 | 89.41 | 77.53 | 77.32 | 55.77 | 75.38 | 48.29 | 42.58 | 72.02 | |
| Single Dedicated ModelsModel Configuration=Single-task learning, Backbone=T5-BASE, Evaluation Protocol=Fully-supervised2022.11 | 83.57 | 59.27 | 89.97 | 89.7 | 89.14 | 76.12 | 73.63 | 52.95 | 72.06 | 47.97 | 44.24 | 70.78 | |
| UNIFIEDABSAshot=64-shot2022.11 | 74.28 | 42.11 | 86.6 | 86.55 | 76.49 | 63.11 | 52.8 | 36.76 | 52.83 | 31.43 | 22.61 | 56.87 | |
| Single Modelshot=64-shot2022.11 | 70.99 | 37.19 | 85.16 | 85.78 | 74.82 | 58.94 | 47.73 | 31.85 | 46.36 | 25.91 | 19.4 | 53.1 | |
| UNIFIEDABSAshot=32-shot2022.11 | 69.22 | 33.84 | 86.07 | 84.2 | 67.56 | 58.79 | 47.27 | 28.92 | 47.14 | 22.57 | 16 | 51.05 | |
| Single Modelshot=32-shot2022.11 | 64.01 | 30.83 | 84.09 | 84.2 | 65.58 | 50.92 | 33.52 | 25.52 | 28.49 | 19.31 | 14.05 | 45.5 |