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ResearchFormerly WizWand

Link Prediction on MFB-IND node-inductive (test)

0.497MRRHYPER
0.007160.134330.26150.38867Jun 14, 2025
Updated 8mo ago

Evaluation results

MethodLinks
HYPERInference Protocol=Zero-shot Inference, Pre-training configuration=4HG, Reification=false2025.060.497
HYPERInference Protocol=Finetuned Inference, Pre-training configuration=3KG + 2HG, Reification=false2025.060.455
HYPERInference Protocol=End-to-End Inference, Reification=false2025.060.427
HYPERInference Protocol=Zero-shot Inference, Pre-training configuration=3KG + 2HG, Reification=false2025.060.404
HCNetInference Protocol=End-to-End Inference, Reification=false2025.060.368
ULTRAInference Protocol=Finetuned Inference, Pre-training configuration=3KG+2HG, Reification=true2025.060.303
ULTRAInference Protocol=Zero-shot Inference, Pre-training configuration=3KG+2HG, Reification=true2025.060.294
ULTRAInference Protocol=Zero-shot Inference, Pre-training configuration=3KG, Reification=true2025.060.277
ULTRAInference Protocol=Zero-shot Inference, Pre-training configuration=4HG, Reification=true2025.060.264
HYPERInference Protocol=Zero-shot Inference, Pre-training configuration=50KG, Reification=false2025.060.248
HYPERInference Protocol=Zero-shot Inference, Pre-training configuration=3KG, Reification=false2025.060.184
G-MPNNInference Protocol=End-to-End Inference, Reification=false2025.060.124
RD-MPNNInference Protocol=End-to-End Inference, Reification=false2025.060.122
HGNNInference Protocol=End-to-End Inference, Reification=false2025.060.121
HYPERInference Protocol=Zero-shot Inference, Pre-training configuration=4KG, Reification=false2025.060.12
HyperGCNInference Protocol=End-to-End Inference, Reification=false2025.060.118
ULTRAInference Protocol=Zero-shot Inference, Pre-training configuration=4KG, Reification=true2025.060.096
ULTRAInference Protocol=Zero-shot Inference, Pre-training configuration=50KG, Reification=true2025.060.026