Visual Question Answering on PathVQA (BL1, BS, F1, Acc.)
0.62BL1Ours w/ AE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours w/ AELM fine-tuning Setting=LoRA2026.06 | 0.62 | 0.804 | 62.4 | 60.2 | |
| BaselineLM fine-tuning Setting=LoRA2026.06 | 0.614 | 0.802 | 61.9 | 59.8 | |
| Ours w/ DAELM fine-tuning Setting=LoRA2026.06 | 0.607 | 0.796 | 61.2 | 59.2 | |
| Ours w/ AELM fine-tuning Setting=Frozen2026.06 | 0.555 | 0.778 | 56.1 | 54.4 | |
| BaselineLM fine-tuning Setting=Frozen2026.06 | 0.553 | 0.777 | 56 | 54 | |
| Ours w/ DAELM fine-tuning Setting=Frozen2026.06 | 0.553 | 0.775 | 55.6 | 54.3 |