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ResearchFormerly WizWand

Inductive Link Prediction on Wikidata5M IND (test)

0.799MRRFnF-TG
0.386120.493310.60050.70769Aug 13, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FnF-TGModel Type=Structure-Informed, Text Encoder=BERT_BASE2024.080.7990.7410.8330.911
FnF-TGModel Type=Structure-Informed, Text Encoder=BERT_MEDIUM2024.080.7850.7270.8170.9
FnF-TGModel Type=Structure-Informed, Text Encoder=BERT_SMALL2024.080.7810.7210.8160.898
FnF-TGModel Type=Structure-Informed, Text Encoder=BERT_MINI2024.080.7790.7190.8140.894
STATIKModel Type=Structure-Informed, Text Encoder=BERT_BASE2024.080.770.7650.7710.779
FnF-TGModel Type=Structure-Informed, Text Encoder=BERT_TINY2024.080.7610.6970.7990.883
FnF-TModel Type=Text-Only, Text Encoder=BERT_BASE2024.080.5970.4270.7220.896
FnF-TModel Type=Text-Only, Text Encoder=BERT_MEDIUM2024.080.5880.4180.7120.89
FnF-TModel Type=Text-Only, Text Encoder=BERT_SMALL2024.080.5880.4170.7140.889
FnF-TModel Type=Text-Only, Text Encoder=BERT_MINI2024.080.5620.3910.6830.87
FnF-TModel Type=Text-Only, Text Encoder=BERT_TINY2024.080.5260.3480.6490.849
BLPModel Type=Text-Only, Text Encoder=BERT_BASE2024.080.4780.2410.660.871
KEPLERModel Type=Text-Only, Text Encoder=BERT_BASE2024.080.4020.2220.5140.73