Entity Alignment on ICEWS-YAGO
98.2Hits@1AgentEA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AgentEACategory=Large Language Models-based2026.04 | 98.2 | 99.1 | 98.9 | |
| ProLEACategory=Large Language Models-based2026.04 | 96.9 | 98.1 | 97.7 | |
| ChatEACategory=Large Language Models-based2026.04 | 93.5 | 95.5 | 94.4 | |
| EasyEA*Category=Large Language Models-based2026.04 | 90.6 | 96.1 | — | |
| AdaCoAgentEACategory=Large Language Models-based2026.04 | 86.2 | 93 | 89.1 | |
| Dual-AMNCategory=Knowledge Representation Learning-based2026.04 | 3.1 | 14.4 | 6.8 | |
| RDGCNCategory=Knowledge Representation Learning-based2026.04 | 2.9 | 9.7 | 4.2 | |
| BootEACategory=Knowledge Representation Learning-based2026.04 | 2 | 12 | 5.6 | |
| GCN-AlignCategory=Knowledge Representation Learning-based2026.04 | 1.7 | 8.5 | 3.8 | |
| MTransECategory=Knowledge Representation Learning-based2026.04 | 1.2 | 8.4 | 4 |