Aspect Sentiment Quad Prediction on Rest15
56.78F1 Score
LLM
Updated 6d ago
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
2026.05 | 56.78 | - | - | |
2026.05 | 56.78 | - | - | |
2026.05 | 54.94 | - | - | |
2026.05 | 54.94 | - | - | |
2026.05 | 54.94 | - | - | |
2025.11 | 54.73 | 54.12 | 55.35 | |
2025.11 | 54.73 | - | - | |
2025.11 | 53.3 | 53.12 | 53.5 | |
2024.06 | 53.17 | 60.96 | 47.15 | |
2026.05 | 52.59 | - | - | |
2026.03 | 52.4 | 51.26 | 53.38 | |
2026.05 | 52.29 | - | - | |
2026.05 | 52.07 | - | - | |
2026.05 | 52.07 | - | - | |
2025.11 | 51.97 | - | - | |
2026.05 | 51.94 | - | - | |
2026.03 | 51.91 | - | - | |
2025.11 | 51.74 | - | - | |
2026.05 | 51.5 | - | - | |
2026.03 | 51.37 | 50.8 | 51.95 | |
2025.11 | 51.28 | 54.46 | 48.53 | |
2024.06 | 51.04 | - | - | |
2025.11 | 51.04 | - | - | |
2026.03 | 51.04 | - | - | |
2026.05 | 51.04 | - | - | |
2026.05 | 51.04 | - | - | |
2024.06 | 50.83 | 54.63 | 47.53 | |
2026.05 | 50.7 | - | - | |
2026.05 | 50.7 | - | - | |
2026.03 | 50.15 | 49.15 | 51.19 | |
2025.11 | 50.01 | 49.74 | 50.29 | |
2025.11 | 49.93 | - | - | |
2026.03 | 49.93 | 55.45 | 45.41 | |
2025.11 | 49.75 | 49.12 | 50.39 | |
2026.03 | 49.75 | 49.12 | 50.39 | |
2026.03 | 49.75 | 49.2 | 50.31 | |
2026.03 | 49.75 | 48.62 | 50.94 | |
2026.05 | 49.75 | - | - | |
2024.06 | 49.32 | 49.59 | 48.93 | |
2025.11 | 49.27 | 47.86 | 50.77 | |
2026.03 | 49.26 | 48.03 | 50.54 | |
2024.06 | 49.05 | 47.78 | 50.38 | |
2025.11 | 49.05 | 47.78 | 50.38 | |
2026.03 | 49.05 | 47.78 | 50.38 | |
2026.03 | 48.58 | 48.24 | 48.93 | |
2024.06 | 48.18 | 47.08 | 49.33 | |
2025.11 | 48.18 | 47.08 | 49.33 | |
2026.03 | 48.18 | 47.08 | 49.33 | |
2026.05 | 47.99 | - | - | |
2024.06 | 46.93 | 46.16 | 47.72 | |
2025.11 | 46.93 | 46.16 | 47.72 | |
2026.03 | 46.93 | 46.16 | 47.72 | |
2026.05 | 46.93 | - | - | |
2026.05 | 46.93 | - | - | |
2026.05 | 46.89 | - | - | |
2025.11 | 46.57 | 47.15 | 46.01 | |
2026.03 | 46.42 | 35.64 | 37.25 | |
2026.05 | 46.28 | - | - | |
2026.05 | 46.28 | - | - | |
2024.06 | 45.98 | 45.31 | 46.7 | |
2026.03 | 45.98 | 45.31 | 46.7 | |
2026.05 | 45.98 | - | - | |
2025.11 | 45.8 | - | - | |
2026.05 | 43.04 | - | - | |
2026.05 | 42.13 | - | - | |
2026.05 | 41.18 | - | - | |
2026.05 | 40.43 | - | - | |
2026.05 | 39.95 | - | - | |
2026.05 | 39.95 | - | - | |
2026.05 | 39.95 | - | - | |
2026.05 | 37.51 | - | - | |
2025.11 | 37.08 | - | - | |
2026.05 | 36.79 | - | - | |
2025.11 | 36.42 | 35.64 | 37.25 | |
2026.05 | 36.39 | - | - | |
2026.05 | 36.39 | - | - | |
2026.05 | 34.28 | - | - | |
2026.05 | 34.28 | - | - | |
2026.05 | 33.33 | - | - | |
2026.05 | 33.33 | - | - | |
2025.11 | 33.26 | 29.66 | 37.86 | |
2025.11 | 32.84 | - | - | |
2026.05 | 32.14 | - | - | |
2026.05 | 30.92 | - | - | |
2026.05 | 28.21 | - | - | |
2026.05 | 27.11 | - | - | |
2026.05 | 25.59 | - | - | |
2026.05 | 25.24 | - | - | |
2026.05 | 24.73 | - | - | |
2026.03 | 23.65 | 25.55 | 22.01 | |
2026.03 | 22.15 | 24.32 | 20.25 | |
2026.05 | 21.55 | - | - | |
2026.05 | 10.46 | - | - |