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Font-to-Impression Retrieval on MyFonts (test)

34.1nDCG@100 (Recall)Cross-AE+
28.48429.94231.432.858Apr 5, 2026

Evaluation results

MethodLinks
Cross-AE+2026.0434.140.442.6
Impression-CLIP+2026.0431.536.940
Hyperbolic Co-Embedding FrameworkL_cont_I~->F=true, L_ent_I->F=true, L_ent_I~->I=true2026.0430.640.740.8
Hyperbolic Co-Embedding FrameworkL_cont_I~->F=false, L_ent_I->F=false, L_ent_I~->I=false2026.043035.338.7
Hyperbolic Co-Embedding FrameworkL_cont_I~->F=true, L_ent_I->F=true, L_ent_I~->I=false2026.0429.141.240.5
Hyperbolic Co-Embedding FrameworkL_cont_I~->F=true, L_ent_I->F=false, L_ent_I~->I=false2026.0428.739.440.5