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ResearchFormerly WizWand

Node-Relation Inductive Link Prediction on JF 25% unseen relations

0.217MRRHYPER
-0.007640.050680.1090.16732Jun 14, 2025
Updated 8mo ago

Evaluation results

MethodLinks
HYPERInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG2025.060.217
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG2025.060.216
ULTRAInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.060.214
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.060.209
HYPERInference Protocol=End-to-End Inference2025.060.202
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG2025.060.187
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG, Reification=true2025.060.154
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG2025.060.148
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG2025.060.109
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG, Reification=true2025.060.103
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG2025.060.056
HCNetInference Protocol=End-to-End Inference2025.060.011
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG, Reification=true2025.060.011
G-MPNNInference Protocol=End-to-End Inference2025.060.006
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG, Reification=true2025.060.001