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Graph-to-graph semantic retrieval on WikiText

0.995Hits@5 (Synonym 30)

EmbPairSim (RotatE)

Updated 26d ago

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 Kernel 2026.06		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 Kernel 2026.06		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
SBERT 2026.06		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