Error Slice Discovery on Waterbirds
83Precision@10CB-SLICE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CB-SLICEModel=CBM + Joint2026.05 | 83 | 76 | |
| CB-SLICEModel=CBM + Seq2026.05 | 78 | 70 | |
| DOMINOModel=CBM + Seq2026.05 | 72 | 17 | |
| DOMINOModel=CBM + Joint2026.05 | 62 | 24 | |
| DOMINOModel=Vanilla DNN2026.05 | 53 | 5 | |
| GEORGEModel=Vanilla DNN2026.05 | 34 | 15 | |
| HiBug2Model=Vanilla DNN2026.05 | 25 | 25 | |
| HiBug2Model=CBM + Joint2026.05 | 25 | 25 | |
| GEORGEModel=CBM + Seq2026.05 | 22 | 13 | |
| HiBug2Model=CBM + Seq2026.05 | 20 | 25 | |
| GEORGEModel=CBM + Joint2026.05 | 18 | 8 | |
| K-MEANSModel=CBM + Seq2026.05 | 11 | 3 | |
| K-MEANSModel=CBM + Joint2026.05 | 9 | 3 | |
| SPOTLIGHTModel=Vanilla DNN2026.05 | 5 | 5 | |
| SPOTLIGHTModel=CBM + Seq2026.05 | 5 | 4 | |
| K-MEANSModel=Vanilla DNN2026.05 | 5 | 5 | |
| SPOTLIGHTModel=CBM + Joint2026.05 | 0 | 4 |