Recognized vs. Unrecognized Classification on PopVQA and iNaturalist Attribution Tree
87.8GemmaVIS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VISFeature Category=Pre-gen. features, Head=Lin.2026.07 | 87.8 | 91.3 | 81.4 | 86.1 | 86.7 | |
| ATTNFeature Category=Pre-gen. features, Head=Lin.2026.07 | 85.7 | 74.3 | 85.2 | 72.5 | 79.4 | |
| LAST8Feature Category=Pre-gen. features, Head=Tr.2026.07 | 84.2 | 76.3 | 86.1 | 71.1 | 79.4 | |
| ATTN+LAST8Feature Category=Pre-gen. features, Head=Lin.2026.07 | 83.9 | 77.4 | 87.1 | 72 | 80.1 | |
| LAST8Feature Category=Pre-gen. features, Head=Lin.2026.07 | 83.8 | 75.7 | 85.1 | 73.2 | 79.4 | |
| OUTSEQFeature Category=Post-gen. and UQ, Head=Tr.2026.07 | 83.1 | 73.6 | 84.9 | 67.8 | 77.3 | |
| EOPFeature Category=Pre-gen. features, Head=Lin.2026.07 | 82.3 | 72 | 85.3 | 72.4 | 78 | |
| TOKPROBFeature Category=Post-gen. and UQ, Head=Lin.2026.07 | 81.3 | 74.8 | 82.4 | 69.1 | 76.9 | |
| ORACLE-UQFeature Category=Post-gen. and UQ2026.07 | 81.2 | 73.8 | 85.1 | 70.5 | 77.7 | |
| MSPFeature Category=Post-gen. and UQ2026.07 | 80.6 | 72.6 | 85.1 | 70.4 | 77.2 | |
| OUTSEQFeature Category=Post-gen. and UQ, Head=Lin.2026.07 | 80.5 | 75.5 | 86.6 | 65 | 76.9 | |
| RandomFeature Category=Post-gen. and UQ2026.07 | 78.5 | 71 | 82.1 | 66.3 | 74.5 | |
| LAST8Feature Category=Pre-gen. features, Head=Lin.2026.07 | 61.2 | 62.5 | 66.8 | 60.4 | 62.7 | |
| OUTSEQFeature Category=Post-gen. and UQ, Head=Tr.2026.07 | 56 | 57.6 | 58.4 | 52.8 | 56.2 | |
| LAST8Feature Category=Pre-gen. features, Head=Tr.2026.07 | 55.6 | 56.9 | 54.3 | 53.2 | 55 | |
| ATTN+LAST8Feature Category=Pre-gen. features, Head=Lin.2026.07 | 54.4 | 55.2 | 58.7 | 53 | 55.3 | |
| TOKPROBFeature Category=Post-gen. and UQ, Head=Lin.2026.07 | 53.2 | 54 | 56 | 51.2 | 53.6 | |
| EOPFeature Category=Pre-gen. features, Head=Lin.2026.07 | 52.9 | 54.1 | 57.8 | 51.7 | 54.1 | |
| OUTSEQFeature Category=Post-gen. and UQ, Head=Lin.2026.07 | 52.6 | 53.5 | 55.4 | 50.1 | 52.9 | |
| ATTNFeature Category=Pre-gen. features, Head=Lin.2026.07 | 49.8 | 50.4 | 53.5 | 48.2 | 50.5 | |
| VISFeature Category=Pre-gen. features, Head=Lin.2026.07 | 36.1 | 37.4 | 34.9 | 35.7 | 36 | |
| ORACLE-UQFeature Category=Post-gen. and UQ2026.07 | 30.7 | 30.1 | 35.4 | 29.5 | 31.4 | |
| MSPFeature Category=Post-gen. and UQ2026.07 | 30.5 | 28.3 | 34.3 | 26.9 | 30 | |
| RandomFeature Category=Post-gen. and UQ2026.07 | 29.3 | 26.5 | 33.5 | 29.2 | 29.6 |