Triple Classification on CoDeX S
89.01AccuracyGMT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GMTType=Ours2025.10 | 89.01 | 83.27 | 92.43 | 87.61 | |
| SATType=LLM-based2025.10 | 85.55 | 83.38 | 89.31 | 86.54 | |
| KoPAType=LLM-based2025.10 | 82.74 | 77.91 | 91.41 | 84.11 | |
| KG-AlpacaType=LLM-based2025.10 | 80.25 | 79.38 | 81.73 | 80.54 | |
| KG-LLaMAType=LLM-based2025.10 | 79.43 | 78.67 | 80.74 | 79.69 | |
| RotatEType=Emb-based2025.10 | 75.68 | 75.66 | 75.71 | 75.69 | |
| TransEType=Emb-based2025.10 | 72.07 | 71.91 | 72.42 | 72.17 | |
| ComplExType=Emb-based2025.10 | 67.64 | 67.84 | 67.06 | 67.45 | |
| DistMultType=Emb-based2025.10 | 66.79 | 69.67 | 59.46 | 64.16 | |
| GPT-3.5Type=LLM-based, Setting=zero-shot2025.10 | 54.68 | 69.13 | 16.94 | 27.21 | |
| AlpacaType=LLM-based, Setting=zero-shot2025.10 | 50.62 | 50.31 | 99.83 | 66.91 | |
| ICLType=LLM-based, Setting=8-shot2025.10 | 50.62 | 50.31 | 99.83 | 66.91 |