Visual Question Answering on TallyQA ZOOM-Easy
51.27GPT AccuracyMags-RL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Mags-RL2026.05 | 51.27 | 51.12 | |
| Zoom-Refine2026.05 | 45.01 | 42.97 | |
| GRIT2026.05 | 44.61 | 42.85 | |
| Chain-of-Thought2026.05 | 43.23 | 40.33 | |
| Direct Query2026.05 | 37.73 | 35.85 | |
| One-shot ICLICL shots=12026.05 | 31.67 | 30.96 |