Classification on N24 News (test)
98.5AccuracyBlack-box
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Black-boxModel backbone=CLIP-base (110M)2026.03 | 98.5 | — | — | — | |
| Black-boxModel backbone=CLIP-large (395M)2026.03 | 98.5 | — | — | — | |
| CT-CBMModel backbone=CLIP-large (395M)2026.03 | 98.5 | 0.125 | 0.281 | 0.085 | |
| CT-CBMModel backbone=CLIP-base (110M)2026.03 | 98.3 | 0.296 | 0.377 | 0.136 | |
| Label-freeModel backbone=CLIP-large (395M)2026.03 | 98.3 | 1.723 | 0.271 | 0.061 | |
| f-CBMModel backbone=CLIP-large (395M)2026.03 | 98.2 | 0.057 | 0.004 | 0.003 | |
| Label-freeModel backbone=CLIP-base (110M)2026.03 | 98.1 | 1.806 | 0.388 | 0.13 | |
| Indep.-CBMModel backbone=CLIP-large (395M)2026.03 | 97.9 | 0.044 | 0.025 | 0.025 | |
| f-CBMModel backbone=CLIP-base (110M)2026.03 | 97.7 | 0.079 | 0.005 | 0.005 | |
| Indep.-CBMModel backbone=CLIP-base (110M)2026.03 | 97.3 | 0.045 | 0.027 | 0.004 |