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Entity Classification on RELBENCH rel-event user-repeat (test)

79.26AUROCRel-LLM
67.372870.458973.54576.6311Jun 6, 2025Aug 3, 2025Sep 30, 2025Nov 27, 2025Jan 24, 2026Mar 23, 2026May 20, 2026

Evaluation results

MethodLinks
Rel-LLMEvaluation Protocol=Fine-tuned2025.0679.26
FROG2026.0579.11
RelGNN2026.0578.15
RDLModel Type=GNN + Tabular2025.0676.89
ICL + MLPEvaluation Protocol=MLP on LLM representations2025.0676.72
ICLEvaluation Protocol=In-context learning2025.0676.38
RDL2026.0575.9
Rel-ZeroEvaluation Protocol=Zero-shot2025.0668.12
LightGBMModel Type=Gradient Boosted Trees2025.0668.04
LightGBM2026.0567.83