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ResearchFormerly WizWand

Node-Relation Inductive Link Prediction on JF 75% unseen relations

0.213MRRHYPER
-0.007480.049760.1070.16424Jun 14, 2025
Updated 8mo ago

Evaluation results

MethodLinks
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG2025.060.213
HYPERInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG2025.060.209
HYPERInference Protocol=End-to-End Inference2025.060.207
ULTRAInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.060.193
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG2025.060.188
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.060.187
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG, Reification=true2025.060.175
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG, Reification=true2025.060.168
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG2025.060.128
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG2025.060.112
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG2025.060.084
HCNetInference Protocol=End-to-End Inference2025.060.069
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG, Reification=true2025.060.042
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG, Reification=true2025.060.01
G-MPNNInference Protocol=End-to-End Inference2025.060.001