Triple classification on FB15K-237N
84.1AccuracyGMT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GMTType=Ours2025.10 | 84.1 | 83.14 | 91.27 | 87.02 | |
| SATType=LLM-based2025.10 | 82.71 | 82.3 | 85.24 | 83.28 | |
| KoPAType=LLM-based2025.10 | 77.65 | 70.81 | 94.09 | 80.81 | |
| KG-LLaMAType=LLM-based2025.10 | 74.81 | 67.37 | 96.23 | 79.25 | |
| KG-AlpacaType=LLM-based2025.10 | 69.91 | 62.71 | 98.28 | 76.56 | |
| TransEType=Emb-based2025.10 | 69.71 | 70.8 | 67.11 | 68.91 | |
| RotatEType=Emb-based2025.10 | 68.46 | 69.24 | 66.41 | 67.8 | |
| ComplExType=Emb-based2025.10 | 65.7 | 66.46 | 63.38 | 64.88 | |
| GPT-3.5Type=LLM-based, Setting=zero-shot2025.10 | 60.15 | 86.62 | 24.01 | 37.59 | |
| ICLType=LLM-based, Setting=8-shot2025.10 | 59.23 | 57.23 | 73.02 | 64.17 | |
| DistMultType=Emb-based2025.10 | 58.66 | 58.98 | 56.84 | 57.9 | |
| AlpacaType=LLM-based, Setting=zero-shot2025.10 | 56.06 | 53.32 | 97.37 | 68.91 |