| Task | Method | FT | B1↑ | B2↑ | B3↑ | B4↑ | M↑ | RL↑ | S↑ | Cr↑ |
|---|---|---|---|---|---|---|---|---|---|---|
| Key Action | InternVL3.5 (14B) | ✓ | 14.90 | 13.70 | 12.70 | 12.10 | 8.10 | 14.20 | 9.90 | 0.92 |
| LLaVA-Mini (8B) | ✓ | 1.40 | 0.70 | 0.01 | 0.00 | 1.20 | 1.80 | 0.50 | 0.08 | |
| Mobile-VideoGPT (1.5B) | ✓ | 24.20 | 22.70 | 21.20 | 19.70 | 13.70 | 23.50 | 18.60 | 1.65 | |
| AVD2 | ✓ | 31.80 | 29.60 | 27.00 | 24.50 | 21.70 | 32.90 | 25.90 | 2.23 |