Temporal Knowledge Graph Reasoning on WIKI
0.4603MRRLLM-Guided Knowledge Distillation
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LLM-Guided Knowledge DistillationBackbone=TADistMult2026.02 | 0.4603 | 0.5114 | 3,142.85 | 0.425 | 0.4916 | |
| BKDBackbone=TADistMult2026.02 | 0.4589 | 0.5118 | 3,150.11 | 0.4246 | 0.4887 | |
| FitNetBackbone=TADistMult2026.02 | 0.4392 | 0.5018 | 3,158.2 | 0.3977 | 0.4738 | |
| RKDBackbone=TADistMult2026.02 | 0.4272 | 0.4728 | 3,287.49 | 0.3632 | 0.4392 | |
| MetaTKGRShot=2-shot2022.10 | 0.309 | 0.441 | — | — | — | |
| MetaTKGRShot=1-shot2022.10 | 0.277 | 0.419 | — | — | — | |
| MetaDyGNNShot=2-shot2022.10 | 0.271 | 0.39 | — | — | — | |
| RE-GCNShot=2-shot2022.10 | 0.247 | 0.31 | — | — | — | |
| MetaDyGNNShot=1-shot2022.10 | 0.241 | 0.371 | — | — | — | |
| T-GENShot=2-shot2022.10 | 0.24 | 0.319 | — | — | — | |
| RE-NETShot=2-shot2022.10 | 0.239 | 0.294 | — | — | — | |
| RE-GCNShot=1-shot2022.10 | 0.223 | 0.25 | — | — | — | |
| I-GENShot=2-shot2022.10 | 0.223 | 0.287 | — | — | — | |
| RE-NETShot=1-shot2022.10 | 0.212 | 0.259 | — | — | — | |
| T-GENShot=1-shot2022.10 | 0.202 | 0.245 | — | — | — | |
| RotatEShot=2-shot2022.10 | 0.201 | 0.268 | — | — | — | |
| I-GENShot=1-shot2022.10 | 0.181 | 0.241 | — | — | — | |
| RotatEShot=1-shot2022.10 | 0.175 | 0.19 | — | — | — | |
| LANShot=1-shot2022.10 | 0.174 | 0.275 | — | — | — | |
| LANShot=2-shot2022.10 | 0.162 | 0.273 | — | — | — | |
| TransRShot=1-shot2022.10 | 0.16 | 0.183 | — | — | — | |
| TransRShot=2-shot2022.10 | 0.16 | 0.225 | — | — | — | |
| TransEShot=2-shot2022.10 | 0.146 | 0.213 | — | — | — | |
| TransEShot=1-shot2022.10 | 0.144 | 0.186 | — | — | — | |
| BKDBackbone=TTransE2026.02 | 0.0794 | 0.1404 | 2,383.67 | 0.0475 | 0.0822 | |
| LLM-Guided Knowledge DistillationBackbone=TTransE2026.02 | 0.0792 | 0.1494 | 1,985.63 | 0.0486 | 0.0836 | |
| RKDBackbone=TTransE2026.02 | 0.0789 | 0.1285 | 2,052.37 | 0.0472 | 0.0749 | |
| FitNetBackbone=TTransE2026.02 | 0.0786 | 0.1467 | 2,148.86 | 0.0393 | 0.0778 |