Triple Classification on FB15k-237N (test)
0.657AccuracyComplEx
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ComplEx2025.10 | 0.657 | 0.6646 | 0.6338 | 0.6488 | |
| ReaLMOntology=Included2025.10 | 0.0081 | 0.0078 | 0.0089 | 0.0083 | |
| SSQRBackbone=LLaMA3.12025.10 | 0.008 | 0.0076 | 0.0087 | 0.0081 | |
| SSQRBackbone=LLaMA22025.10 | 0.0079 | 0.0076 | 0.0087 | 0.0081 | |
| ReaLMOntology=Excluded2025.10 | 0.0078 | 0.0075 | 0.0086 | 0.008 | |
| KoPA2025.10 | 0.0078 | 0.0071 | 0.0094 | 0.0081 | |
| KG-LLaMABackbone=LLaMA2025.10 | 0.0075 | 0.0067 | 0.0096 | 0.0079 | |
| KG-AlpacaBackbone=Alpaca2025.10 | 0.007 | 0.0063 | 0.0098 | 0.0077 | |
| TransE2025.10 | 0.007 | 0.0071 | 0.0067 | 0.0069 | |
| RotatE2025.10 | 0.0068 | 0.0069 | 0.0066 | 0.0068 | |
| GPT-3.52025.10 | 0.006 | 0.0087 | 0.0024 | 0.0038 | |
| DistMult2025.10 | 0.0059 | 0.0059 | 0.0057 | 0.0058 | |
| Alpaca2025.10 | 0.0056 | 0.0053 | 0.0097 | 0.0069 |