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ResearchFormerly WizWand

Node-Relation Inductive Link Prediction on JF 100% unseen relations

0.198MRRHYPER
-0.006880.046310.09950.15269Jun 14, 2025
Updated 8mo ago

Evaluation results

MethodLinks
HYPERInference Protocol=End-to-End Inference2025.060.198
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG2025.060.181
HYPERInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG2025.060.176
ULTRAInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.060.174
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG2025.060.173
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG, Reification=true2025.060.17
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.060.168
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG, Reification=true2025.060.144
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG2025.060.13
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG2025.060.111
HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG2025.060.087
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG, Reification=true2025.060.082
HCNetInference Protocol=End-to-End Inference2025.060.028
G-MPNNInference Protocol=End-to-End Inference2025.060.002
ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG, Reification=true2025.060.001