Binary-F1 scores for Aspect Prediction.
Aspect Prediction . | |||||
---|---|---|---|---|---|
. | All D . | All L . | All R . | All SE . | AVG . |
T5-MoE | 39.5 | 31.4 | 31.4 | 30.9 | 33.3 |
T5-DAN | 28.4 | 38.0 | 49.1 | 33.4 | 33.2 |
T5-IRM | 37.1 | 44.6 | 47.4 | 41.5 | 42.7 |
T5-NoDA | 31.1 | 45.6 | 40.2 | 37.9 | 38.7 |
Prompt-DN | 41.1 | 42.6 | 29.0 | 30.8 | 35.9 |
Prompt-RDW | 34.6 | 46.9 | 52.9 | 41.2 | 43.9 |
Prompt-REW | 38.2 | 49.5 | 45.1 | 39.6 | 43.1 |
PADA-NP | 41.7 | 48.2 | 50.1 | 40.1 | 45.0 |
PADA-NM | 40.3 | 48.8 | 50.8 | 40.2 | 45.0 |
PADA | 43.1 | 50.9 | 50.8 | 45.3 | 47.5 |
Aspect Prediction . | |||||
---|---|---|---|---|---|
. | All D . | All L . | All R . | All SE . | AVG . |
T5-MoE | 39.5 | 31.4 | 31.4 | 30.9 | 33.3 |
T5-DAN | 28.4 | 38.0 | 49.1 | 33.4 | 33.2 |
T5-IRM | 37.1 | 44.6 | 47.4 | 41.5 | 42.7 |
T5-NoDA | 31.1 | 45.6 | 40.2 | 37.9 | 38.7 |
Prompt-DN | 41.1 | 42.6 | 29.0 | 30.8 | 35.9 |
Prompt-RDW | 34.6 | 46.9 | 52.9 | 41.2 | 43.9 |
Prompt-REW | 38.2 | 49.5 | 45.1 | 39.6 | 43.1 |
PADA-NP | 41.7 | 48.2 | 50.1 | 40.1 | 45.0 |
PADA-NM | 40.3 | 48.8 | 50.8 | 40.2 | 45.0 |
PADA | 43.1 | 50.9 | 50.8 | 45.3 | 47.5 |