Multi-label classification on rcv subset3 (Macro-AUC, Ranking-Loss)
92.2Macro-AUCDIHCL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DIHCLModel framework=CLIF2026.05 | 92.2 | 0.0705 | |
| D2ACEModel framework=CLIF2026.05 | 92.11 | 0.0697 | |
| ML-UncModel framework=CLIF2026.05 | 92.05 | 0.0733 | |
| RecentModel framework=CLIF2026.05 | 91.88 | 0.0739 | |
| BalanceModel framework=CLIF2026.05 | 91.85 | 0.0728 | |
| ActiveModel framework=CLIF2026.05 | 91.76 | 0.0743 | |
| Hard-ImbModel framework=CLIF2026.05 | 91.72 | 0.0736 | |
| RandomModel framework=CLIF2026.05 | 91.68 | 0.0738 | |
| D2ACEBase Model=PACA2026.05 | 0.9326 | — | |
| DIHCLBase Model=PACA2026.05 | 0.9305 | — | |
| ActiveBase Model=PACA2026.05 | 0.9301 | — | |
| RecentBase Model=PACA2026.05 | 0.9299 | — | |
| Hard-ImbBase Model=PACA2026.05 | 0.9279 | — | |
| BalanceBase Model=PACA2026.05 | 0.9278 | — | |
| ML-UncBase Model=PACA2026.05 | 0.9272 | — | |
| RandomBase Model=PACA2026.05 | 0.9263 | — | |
| DIHCLBase Model=CLIF2026.05 | 0.922 | — | |
| D2ACEBase Model=CLIF2026.05 | 0.9211 | — | |
| ML-UncBase Model=CLIF2026.05 | 0.9205 | — | |
| RecentBase Model=CLIF2026.05 | 0.9188 | — | |
| BalanceBase Model=CLIF2026.05 | 0.9185 | — | |
| ActiveBase Model=CLIF2026.05 | 0.9176 | — | |
| Hard-ImbBase Model=CLIF2026.05 | 0.9172 | — | |
| RandomBase Model=CLIF2026.05 | 0.9168 | — | |
| D2ACEBase Model=DELA2026.05 | 0.9147 | — | |
| DIHCLBase Model=DELA2026.05 | 0.9143 | — | |
| ML-UncBase Model=DELA2026.05 | 0.9137 | — | |
| Hard-ImbBase Model=DELA2026.05 | 0.9135 | — | |
| ActiveBase Model=DELA2026.05 | 0.9132 | — | |
| RandomBase Model=DELA2026.05 | 0.9129 | — | |
| BalanceBase Model=DELA2026.05 | 0.9123 | — | |
| RecentBase Model=DELA2026.05 | 0.9113 | — | |
| ActiveBase Model=CLIF2026.05 | — | 0.0743 | |
| ActiveBase Model=DELA2026.05 | — | 0.0679 | |
| ActiveBase Model=PACA2026.05 | — | 0.0536 | |
| BalanceBase Model=CLIF2026.05 | — | 0.0728 | |
| BalanceBase Model=DELA2026.05 | — | 0.0663 | |
| BalanceBase Model=PACA2026.05 | — | 0.0541 | |
| D2ACEBase Model=CLIF2026.05 | — | 0.0697 | |
| D2ACEBase Model=DELA2026.05 | — | 0.0656 | |
| D2ACEBase Model=PACA2026.05 | — | 0.0498 | |
| DIHCLBase Model=CLIF2026.05 | — | 0.0705 | |
| DIHCLBase Model=DELA2026.05 | — | 0.0673 | |
| DIHCLBase Model=PACA2026.05 | — | 0.053 | |
| Hard-ImbBase Model=CLIF2026.05 | — | 0.0736 | |
| Hard-ImbBase Model=DELA2026.05 | — | 0.0661 | |
| Hard-ImbBase Model=PACA2026.05 | — | 0.0515 | |
| ML-UncBase Model=CLIF2026.05 | — | 0.0733 | |
| ML-UncBase Model=DELA2026.05 | — | 0.0695 | |
| ML-UncBase Model=PACA2026.05 | — | 0.0533 | |
| RandomBase Model=CLIF2026.05 | — | 0.0738 | |
| RandomBase Model=DELA2026.05 | — | 0.0675 | |
| RandomBase Model=PACA2026.05 | — | 0.0544 | |
| RecentBase Model=CLIF2026.05 | — | 0.0739 | |
| RecentBase Model=DELA2026.05 | — | 0.0687 | |
| RecentBase Model=PACA2026.05 | — | 0.0558 |