Visual Attribution on Images 20 sampled
4.41Average RatioCounterfactual heads
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Counterfactual headsModel=Gemma 32025.07 | 4.41 | — | |
| Counterfactual headsModel=LLaVA-NeXT2025.07 | 2.05 | — | |
| GradientModel=LLaVA-NeXT2025.07 | 1.88 | 0.003 | |
| GradientModel=Gemma 32025.07 | 1.74 | 0.01 | |
| Random headsModel=LLaVA-NeXT2025.07 | 1.09 | 0.01 | |
| Random headsModel=Gemma 32025.07 | 0.92 | 0.01 |