Link Prediction on ICEWS 05-15
0.813Hits@10RotateQVS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| RotateQVSvariant=base2022.03 | 0.813 | 0.529 | 0.709 | 0.633 | |
| RotateQVSvariant=small2022.03 | 0.802 | 0.473 | 0.685 | 0.591 | |
| TeRovariant=large2022.03 | 0.8 | 0.395 | 0.627 | 0.534 | |
| TeRovariant=base2022.03 | 0.795 | 0.469 | 0.668 | 0.586 | |
| ATISE2022.03 | 0.794 | 0.378 | 0.606 | 0.519 | |
| DE-SimplE2022.03 | 0.748 | 0.392 | 0.578 | 0.513 | |
| TA-DistMult2022.03 | 0.728 | 0.346 | — | 0.474 | |
| QuatE2022.03 | 0.727 | 0.37 | 0.529 | 0.482 | |
| DistMult2022.03 | 0.691 | 0.337 | — | 0.456 | |
| HyTE2022.03 | 0.681 | 0.116 | 0.445 | 0.316 | |
| TransE2022.03 | 0.663 | 0.09 | — | 0.294 | |
| TTransE2022.03 | 0.616 | 0.084 | — | 0.271 | |
| RE-GCN2023.05 | 0.5993 | 0.2743 | 0.4306 | 0.3827 | |
| RotatE2022.03 | 0.595 | 0.164 | 0.355 | 0.304 | |
| PPTprompting=learned2023.05 | 0.5863 | 0.2857 | 0.4335 | 0.3885 | |
| PPT w/o promptsprompting=none2023.05 | 0.5846 | 0.2809 | 0.4309 | 0.3844 | |
| RE-NET2023.05 | 0.576 | 0.2624 | 0.4185 | 0.3686 | |
| PPT rand promptsprompting=random2023.05 | 0.5749 | 0.2705 | 0.4216 | 0.3743 | |
| RGCRN2023.05 | 0.5463 | 0.2623 | 0.4002 | 0.3593 | |
| CyGNet2023.05 | 0.5447 | 0.2544 | 0.402 | 0.3546 | |
| ConvE2023.05 | 0.5096 | 0.2156 | 0.357 | 0.314 | |
| ConvTransE2023.05 | 0.4995 | 0.2079 | 0.338 | 0.3028 | |
| AdaTKG2026.05 | 0.479 | — | 0.3458 | 0.3044 | |
| ComplEx2023.05 | 0.4733 | 0.0666 | 0.2643 | 0.2026 | |
| TA-DistMult2023.05 | 0.4732 | 0.1757 | 0.3146 | 0.2751 | |
| DistMult2023.05 | 0.4731 | 0.0563 | 0.2722 | 0.1991 | |
| TransFIR2026.05 | 0.4706 | — | 0.3425 | 0.3013 | |
| R-GCN2023.05 | 0.4316 | 0.1883 | 0.3041 | 0.2713 | |
| TTransE2023.05 | 0.3926 | 0.0551 | 0.2077 | 0.1653 | |
| RotatE2023.05 | 0.3692 | 0.1042 | 0.2135 | 0.1901 | |
| HyTE2023.05 | 0.3472 | 0.0653 | 0.202 | 0.1605 |