Aspect Sentiment Quadruple Prediction on FSQP (test)
57.29PrecisionBvSP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BvSPFew-shot setting=Ten-shot2024.06 | 57.29 | 52.04 | 54.53 | |
| BvSPFew-shot setting=Five-shot2024.06 | 56.87 | 50.55 | 53.52 | |
| MvPFew-shot setting=Ten-shot2024.06 | 53.05 | 54.18 | 53.61 | |
| BvSPFew-shot setting=Average2024.06 | 52.95 | 44.66 | 48.35 | |
| BvSPFew-shot setting=Two-shot2024.06 | 52.12 | 43.41 | 47.34 | |
| ParaphraseFew-shot setting=Ten-shot2024.06 | 52.02 | 52.52 | 52.26 | |
| GASFew-shot setting=Ten-shot2024.06 | 51.89 | 52.8 | 52.34 | |
| ILOFew-shot setting=Five-shot, Beam size=52024.06 | 50.64 | 51.53 | 50.95 | |
| ILOFew-shot setting=Ten-shot, Beam size=52024.06 | 50.52 | 53.04 | 51.94 | |
| DLOFew-shot setting=Ten-shot, Beam size=52024.06 | 50.48 | 52.83 | 51.62 | |
| GASFew-shot setting=Five-shot2024.06 | 49.7 | 49.89 | 50.5 | |
| DLOFew-shot setting=Five-shot, Beam size=52024.06 | 49.05 | 51.8 | 50.38 | |
| MvPFew-shot setting=Five-shot2024.06 | 49.05 | 50.43 | 49.73 | |
| ParaphraseFew-shot setting=Five-shot2024.06 | 49.04 | 49.54 | 49.29 | |
| ChatGPTFew-shot setting=Ten-shot2024.06 | 46.03 | 40.25 | 42.96 | |
| BvSPFew-shot setting=One-shot2024.06 | 45.5 | 32.62 | 37.99 | |
| MvPFew-shot setting=Average2024.06 | 42.14 | 43.03 | 42.58 | |
| GASFew-shot setting=Average2024.06 | 42.1 | 42.65 | 42.55 | |
| ILOFew-shot setting=Average, Beam size=52024.06 | 41.08 | 41.87 | 41.5 | |
| ParaphraseFew-shot setting=Average2024.06 | 40.91 | 41.06 | 40.97 | |
| DLOFew-shot setting=Average, Beam size=52024.06 | 40.65 | 42.39 | 41.48 | |
| MvPFew-shot setting=Two-shot2024.06 | 40.64 | 41.65 | 41.14 | |
| GASFew-shot setting=Two-shot2024.06 | 40.42 | 41.21 | 40.81 | |
| ParaphraseFew-shot setting=Two-shot2024.06 | 39.04 | 38.92 | 38.98 | |
| ILOFew-shot setting=Two-shot, Beam size=52024.06 | 37.71 | 38.54 | 38.12 | |
| DLOFew-shot setting=Two-shot, Beam size=52024.06 | 36.7 | 38.8 | 37.72 | |
| ChatGPTFew-shot setting=Five-shot2024.06 | 36.29 | 40.63 | 38.97 | |
| ChatGPTFew-shot setting=Average2024.06 | 34.84 | 35.56 | 35.25 | |
| ChatGPTFew-shot setting=Two-shot2024.06 | 33.24 | 38.14 | 35.52 | |
| GASFew-shot setting=One-shot2024.06 | 26.39 | 26.7 | 26.54 | |
| DLOFew-shot setting=One-shot, Beam size=52024.06 | 26.37 | 26.14 | 26.23 | |
| MvPFew-shot setting=One-shot2024.06 | 25.82 | 25.86 | 25.84 | |
| ILOFew-shot setting=One-shot, Beam size=52024.06 | 25.47 | 24.35 | 24.98 | |
| ChatGPTFew-shot setting=One-shot2024.06 | 23.79 | 23.24 | 23.56 | |
| ParaphraseFew-shot setting=One-shot2024.06 | 23.53 | 23.25 | 23.38 |