Multimodal Reasoning on MIA-Bench
4,329.3Length (tokens)LOOK-M
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LOOK-MRetention level=≤ 5%2026.05 | 4,329.3 | 80.66 | |
| LOOK-MRetention level=≤ 10%2026.05 | 3,376.1 | 88.71 | |
| VisionzipRetention level=≤ 10%2026.05 | 3,089.6 | 88.14 | |
| VisionzipRetention level=≤ 5%2026.05 | 2,914.1 | 87.88 | |
| FastVRetention level=≤ 10%2026.05 | 2,714.9 | 82.53 | |
| FastVRetention level=≤ 5%2026.05 | 2,342.2 | 75.03 | |
| BaselineRetention level=100%2026.05 | 2,231.3 | 93.44 | |
| FastV-VPRetention level=≤ 10%2026.05 | 1,870.8 | 93.99 | |
| FastV-VPRetention level=≤ 5%2026.05 | 1,800.1 | 95.09 |