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ResearchFormerly WizWand

Inductive Link Prediction on WN18RR inductive (test)

0.737MRRFnF-TG
-0.0291680.1697410.368650.567559Jan 14, 2022Jun 20, 2022Nov 24, 2022Apr 30, 2023Oct 4, 2023Mar 9, 2024Aug 13, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FnF-TGModality=Structure-Informed, Backbone=BERT-Medium2024.080.7370.6610.7890.873
FnF-TGModality=Structure-Informed, Backbone=BERT-Base2024.080.7320.6520.7850.875
FnF-TGModality=Structure-Informed, Backbone=BERT-Small2024.080.7270.6480.7810.867
FnF-TGModality=Structure-Informed, Backbone=BERT-Mini2024.080.7130.6320.7680.857
FnF-TGModality=Structure-Informed, Backbone=BERT-Tiny2024.080.6380.5430.70.808
FnF-TGBERTTINYTraining=IND2024.080.6380.5430.70.808
FnF-TGBERTTINYTraining=IND2024.080.5850.4830.6520.769
FnF-TGBERTTINYTraining=FIR2024.080.5730.480.6290.738
STATIKModality=Structure-Informed, Backbone=BERT-Base2024.080.5160.4250.5580.69
FnF-TModality=Text-Only, Backbone=BERT-Base2024.080.3730.2380.4420.647
FnF-TModality=Text-Only, Backbone=BERT-Medium2024.080.3420.2130.4050.603
STARModality=Structure-Informed, Backbone=BERT-Base2024.080.3210.1920.3810.576
FnF-TModality=Text-Only, Backbone=BERT-Small2024.080.320.1970.3790.572
FnF-TBERTTINYTraining=IND2024.080.3070.210.3530.495
kNN-KGE2022.010.2940.2230.320.431
BLPModality=Text-Only, Backbone=BERT-Base2024.080.2850.1350.3610.58
BLP-TransE†2022.010.2850.1350.3610.58
FnF-TModality=Text-Only, Backbone=BERT-Mini2024.080.2680.1560.3180.498
BLP-ComplEx†2022.010.2610.1560.2970.472
BLP-DistMult†2022.010.2480.1350.2880.481
FnF-TModality=Text-Only, Backbone=BERT-Tiny2024.080.1930.0980.230.385
FnF-TBERTTINYTraining=IND2024.080.1930.0980.230.385
BOWModality=Text-Only, Backbone=BERT-Base2024.080.180.0450.2440.45
BE-BOW+2022.010.180.0450.2440.45
FnF-TBERTTINYTraining=FIR2024.080.1690.080.1980.346
DKRLModality=Text-Only, Backbone=BERT-Base2024.080.1390.0480.1690.32
BE-DKRL+2022.010.1390.0310.1410.282
FnF-TGBERTTINYTraining=FIR2024.080.1080.0280.1470.242
FnF-TBERTTINYTraining=FIR2024.080.0640.0120.0820.159
Random baseline2024.080.0003———