Style Verification on 91-artist corpus strict-anchor (25 artist-disjoint splits)
25Wins (out of 25)Pair-logreg vanilla
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Pair-logreg vanillaComparison Reference=Cosine vanilla2026.05 | 25 | — | — | — | 0.0343 | 0.0308 | |
| CSLS vanillaComparison Reference=Cosine vanilla2026.05 | 25 | — | — | — | 0.0168 | 0.0141 | |
| CSLS pos-interp 336Comparison Reference=Cosine vanilla2026.05 | 25 | — | — | — | 0.0221 | 0.019 | |
| Pair-logreg pos-interp 336Comparison Reference=Cosine vanilla2026.05 | 25 | — | — | — | 0.0339 | 0.0302 | |
| Cosine pos-interp 336Comparison Reference=Cosine vanilla2026.05 | 24 | — | — | — | 0.0118 | 0.0099 | |
| CSLS pos-interp 336Comparison Reference=CSLS vanilla2026.05 | 24 | — | — | — | 0.0053 | 0.004 | |
| Pair-logreg pos-interp 336Comparison Reference=Pair-logreg vanilla2026.05 | 11 | — | — | — | 0.0004 | 0.0018 | |
| CSLS pos-interp 336Comparison Reference=Pair-logreg vanilla2026.05 | 0 | — | — | — | 0.0122 | 0.0136 | |
| CosineInput variant=vanilla CSD, Input size=2242026.05 | — | 0.883 | 0.848 | 0.197 | — | — | |
| CosineInput variant=pos-interp (CSD+), Input size=3362026.05 | — | 0.895 | 0.858 | 0.183 | — | — | |
| CSLSInput variant=vanilla CSD, Input size=2242026.05 | — | 0.9 | 0.87 | 0.182 | — | — | |
| CSLSInput variant=pos-interp (CSD+), Input size=3362026.05 | — | 0.905 | 0.874 | 0.175 | — | — | |
| Pair-logregInput variant=vanilla CSD, Input size=2242026.05 | — | 0.917 | 0.878 | 0.163 | — | — | |
| Pair-logregInput variant=pos-interp, Input size=3362026.05 | — | 0.917 | 0.874 | 0.165 | — | — |