Interactive Query Answering on FB15k237 (Preference Sets)
87.681pCosine
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cosine2025.08 | 87.68 | — | — | — | 92.27 | 95.26 | 89.09 | 86.18 | 91.49 | 93.35 | 91.38 | 82.53 | 89.34 | 91.2 | 89.31 | 87.62 | 91.09 | 89.84 | |
| NQR2025.08 | 76.04 | — | — | — | 90.4 | 93.59 | 79.38 | 76.49 | 88.58 | 88.12 | 90.67 | 77.19 | 86.44 | 85.03 | 79.88 | 81.24 | 84.8 | 84.13 | |
| LightGBM2025.08 | 73.41 | — | — | — | 73.46 | 66.2 | 61.9 | 73.47 | 55.11 | 62.31 | 83.61 | 66.28 | 53 | 63.46 | 63.01 | 58.37 | 66.54 | 65.72 | |
| Cosine2025.08 | 60.65 | — | — | — | 50.59 | 59.01 | 63.31 | 66.74 | 57.8 | 56.59 | 52 | 53.93 | 55.02 | 53.09 | 39.22 | 56.85 | 56.53 | 55.81 | |
| NQR2025.08 | 59.27 | — | — | — | 56.98 | 58.29 | 59.97 | 66.56 | 57.56 | 59.64 | 52.46 | 49.22 | 53.78 | 49.1 | 17.79 | 51.53 | 48.76 | 52.92 | |
| LightGBM2025.08 | 43.87 | — | — | — | 39.68 | 40.8 | 47.51 | 65.06 | 43.67 | 37.18 | 44.33 | 46.48 | 25.32 | 29.57 | 24.32 | 33.94 | 37.47 | 39.94 | |
| Unconstrained2025.08 | 39.66 | — | — | — | 54.92 | 53.16 | 42.82 | 55.02 | 58.34 | 55.71 | 58.23 | 39.35 | 52.46 | 40.32 | 34.87 | 42.43 | 44.96 | 48.02 | |
| Unconstrained2025.08 | 32.99 | — | — | — | 28.45 | 27.83 | 38.17 | 58.53 | 37.63 | 35.48 | 18.97 | 27.06 | 16.39 | 17.51 | 4.05 | 24.15 | 12.58 | 27.13 |