Table 5.
Experimental results on the MetaQA dataset.
| Model | MetaQA 1-hop | MetaQA 2-hop | MetaQA 3-hop | |||
|---|---|---|---|---|---|---|
| Hits@1 | F1 | Hits@1 | F1 | Hits@1 | F1 | |
| KV-MemNN | 0.958 | — | 0.760 | — | 0.489 | — |
| VRN | 0.975 | — | 0.899 | — | 0.625 | — |
| SGReader | 0.967 | 0.960 | 0.807 | 0.798 | 0.610 | 0.580 |
| GRAFT-Net | 0.974 | 0.910 | 0.948 | 0.727 | 0.778 | 0.561 |
| 2HR-DR | 0.988 | 0.973 | 0.937 | 0.814 | — | — |
| GlobalGraph | 0.990 | 0.976 | 0.955 | 0.830 | 0.814 | 0.624 |
| Ours | 0.972 | 0.985 | 0.968 | 0.937 | 0.963 | 0.910 |
The best results are indicated in bold values.