Answering Conjunctive Queries without Negation on FB15k-237 (test)
42.92MRR (1p)ConE+CaQR(R)
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ConE+CaQR(R)Backbone=ConE, Variant=Relation-induced embedding2024.06 | 42.92 | 12.98 | 11.16 | 32.32 | 46.99 | 24.31 | 14.36 | 15.18 | 10.67 | 23.43 | 0.5 | |
| ConE+CaQR(S)Backbone=ConE, Variant=Structure embedding2024.06 | 42.89 | 13.13 | 11.16 | 33.07 | 47.56 | 24.75 | 11.97 | 15.49 | 10.9 | 23.44 | 0.5 | |
| Q2B+CaQR(R)Backbone=Q2B, Variant=Relation-induced embedding2024.06 | 42.66 | 10.94 | 9.18 | 32.53 | 45.98 | 22 | 13.47 | 14.46 | 8.45 | 22.18 | 12.2 | |
| Q2B+CaQRBackbone=Q2B, Variant=Structure and relation-induced embedding2024.06 | 42.65 | 10.82 | 9 | 32.43 | 46.42 | 21.7 | 13.39 | 14.53 | 8.75 | 22.19 | 12.3 | |
| Q2B+CaQR(S)Backbone=Q2B, Variant=Structure embedding2024.06 | 42.49 | 10.82 | 8.92 | 32.55 | 45.92 | 23.44 | 13.29 | 14.27 | 8.67 | 22.26 | 12.7 | |
| ConEBackbone=ConE2024.06 | 42.33 | 12.78 | 10.97 | 32.59 | 47.13 | 25.45 | 13.71 | 14.35 | 10.5 | 23.31 | — | |
| ConE+CaQRBackbone=ConE, Variant=Structure and relation-induced embedding2024.06 | 41.81 | 12.84 | 10.9 | 33.78 | 48.24 | 25.65 | 14.41 | 14.48 | 10.95 | 23.67 | 1.5 | |
| BetaE+CaQRBackbone=BetaE, Variant=Structure and relation-induced embedding2024.06 | 41.35 | 12.75 | 10.79 | 31.89 | 45.55 | 24.7 | 14.69 | 14.24 | 10.67 | 22.96 | 9.4 | |
| BetaE+CaQR(R)Backbone=BetaE, Variant=Relation-induced embedding2024.06 | 41.08 | 12.31 | 10.7 | 31.64 | 45.21 | 24.49 | 14.22 | 13.94 | 10.46 | 22.67 | 8.1 | |
| BetaE+CaQR(S)Backbone=BetaE, Variant=Structure embedding2024.06 | 40.82 | 12.16 | 10.78 | 32.04 | 45.8 | 24.66 | 13.71 | 13.94 | 10.59 | 22.72 | 8.3 | |
| Q2BBackbone=Q2B2024.06 | 40.35 | 9.27 | 6.87 | 28.57 | 40.88 | 20.71 | 12.75 | 10.96 | 7.48 | 19.76 | — | |
| BetaEBackbone=BetaE2024.06 | 39.2 | 10.69 | 10.15 | 29.16 | 42.59 | 22.53 | 12.28 | 12.52 | 9.73 | 20.98 | — |