Inductive Link Prediction on Wikidata5M IND (test)
0.799MRRFnF-TG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FnF-TGModel Type=Structure-Informed, Text Encoder=BERT_BASE2024.08 | 0.799 | 0.741 | 0.833 | 0.911 | |
| FnF-TGModel Type=Structure-Informed, Text Encoder=BERT_MEDIUM2024.08 | 0.785 | 0.727 | 0.817 | 0.9 | |
| FnF-TGModel Type=Structure-Informed, Text Encoder=BERT_SMALL2024.08 | 0.781 | 0.721 | 0.816 | 0.898 | |
| FnF-TGModel Type=Structure-Informed, Text Encoder=BERT_MINI2024.08 | 0.779 | 0.719 | 0.814 | 0.894 | |
| STATIKModel Type=Structure-Informed, Text Encoder=BERT_BASE2024.08 | 0.77 | 0.765 | 0.771 | 0.779 | |
| FnF-TGModel Type=Structure-Informed, Text Encoder=BERT_TINY2024.08 | 0.761 | 0.697 | 0.799 | 0.883 | |
| FnF-TModel Type=Text-Only, Text Encoder=BERT_BASE2024.08 | 0.597 | 0.427 | 0.722 | 0.896 | |
| FnF-TModel Type=Text-Only, Text Encoder=BERT_MEDIUM2024.08 | 0.588 | 0.418 | 0.712 | 0.89 | |
| FnF-TModel Type=Text-Only, Text Encoder=BERT_SMALL2024.08 | 0.588 | 0.417 | 0.714 | 0.889 | |
| FnF-TModel Type=Text-Only, Text Encoder=BERT_MINI2024.08 | 0.562 | 0.391 | 0.683 | 0.87 | |
| FnF-TModel Type=Text-Only, Text Encoder=BERT_TINY2024.08 | 0.526 | 0.348 | 0.649 | 0.849 | |
| BLPModel Type=Text-Only, Text Encoder=BERT_BASE2024.08 | 0.478 | 0.241 | 0.66 | 0.871 | |
| KEPLERModel Type=Text-Only, Text Encoder=BERT_BASE2024.08 | 0.402 | 0.222 | 0.514 | 0.73 |