Visio-linguistics Compositionality on Hard Positive Compositional Benchmark SWAP (test)
66.1Test Accuracy (Original)MACCO-CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MACCO-CLIP2026.06 | 66.1 | 53.8 | |
| CLIP-FTtraining=fine-tuned2026.06 | 63.9 | 48.4 | |
| CLIPtraining=pre-trained2026.06 | 61 | 49.7 |