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ResearchFormerly WizWand

Graph-to-graph semantic retrieval on WikiText

0.995Hits@5 (Synonym 30)EmbPairSim (RotatE)

Evaluation results

Method	Links
EmbPairSim (RotatE)2026.06		0.995	0.98	0.99	0.97	0.955	0.975	0.988	0.952	0.975	0.945	0.887	0.897	0.991	0.96	0.981	0.954	0.907	0.918
EmbPairSim (INGRAM)2026.06		0.995	0.98	0.99	0.97	0.955	0.975	0.988	0.945	0.973	0.945	0.879	0.889	0.991	0.954	0.98	0.954	0.9	0.912
VH Kernel2026.06		0.99	0.96	0.975	0.955	0.935	0.965	0.97	0.904	0.947	0.913	0.858	0.867	0.978	0.923	0.96	0.93	0.886	0.896
WL Kernel2026.06		0.98	0.965	0.96	0.94	0.905	0.945	0.96	0.914	0.931	0.902	0.812	0.869	0.969	0.93	0.946	0.921	0.85	0.895
SBERT2026.06		0.955	0.955	0.985	0.965	0.94	0.94	0.935	0.909	0.963	0.924	0.909	0.901	0.949	0.928	0.971	0.941	0.928	0.923
AvgEmbSim (RotatE)2026.06		0.75	0.4	0.75	0.585	0.75	0.357	0.698	0.314	0.748	0.543	0.492	0.314	0.748	0.41	0.835	0.606	0.566	0.398
AvgEmbSim (INGRAM)2026.06		0.675	0.565	0.755	0.67	0.4	0.365	0.62	0.461	0.667	0.601	0.345	0.3	0.689	0.559	0.729	0.672	0.451	0.411