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ResearchFormerly WizWand

Graph-to-graph semantic retrieval on CC News

0.975Hits@5 (Synonym 30)EmbPairSim (RotatE)

Evaluation results

Method	Links
EmbPairSim (RotatE)2026.06		0.975	0.98	0.97	0.97	0.875	0.915	0.942	0.953	0.928	0.928	0.83	0.834	0.954	0.963	0.943	0.949	0.861	0.861
EmbPairSim (INGRAM)2026.06		0.975	0.98	0.965	0.97	0.875	0.915	0.942	0.946	0.928	0.889	0.827	0.833	0.954	0.957	0.943	0.913	0.857	0.859
VH Kernel2026.06		0.97	0.965	0.955	0.95	0.85	0.87	0.942	0.94	0.926	0.89	0.786	0.804	0.953	0.952	0.94	0.912	0.824	0.835
SBERT2026.06		0.97	0.965	0.96	0.965	0.92	0.945	0.925	0.911	0.92	0.924	0.84	0.853	0.943	0.931	0.938	0.942	0.876	0.887
WL Kernel2026.06		0.92	0.93	0.93	0.9	0.805	0.815	0.881	0.876	0.885	0.821	0.717	0.729	0.905	0.903	0.908	0.858	0.771	0.777
AvgEmbSim (RotatE)2026.06		0.8	0.71	0.8	0.695	0.51	0.495	0.751	0.655	0.739	0.625	0.438	0.437	0.794	0.708	0.784	0.686	0.519	0.518
AvgEmbSim (INGRAM)2026.06		0.79	0.705	0.745	0.585	0.41	0.445	0.731	0.65	0.703	0.526	0.362	0.383	0.782	0.715	0.759	0.611	0.469	0.483