Multimodal Reasoning on ChartQA (Accuracy and Token Length)
2,577.2Generated Token Length (tokens)LOOK-M
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LOOK-MRetention level=≤ 5%2026.05 | 2,577.2 | 28.8 | |
| VisionzipRetention level=≤ 10%2026.05 | 2,039.7 | 30.24 | |
| LOOK-MRetention level=≤ 10%2026.05 | 2,007.1 | 57.68 | |
| FastVRetention level=≤ 10%2026.05 | 1,485.5 | 16.28 | |
| FastVRetention level=≤ 5%2026.05 | 1,207.3 | 12.88 | |
| VisionzipRetention level=≤ 5%2026.05 | 957.3 | 19.43 | |
| BaselineRetention level=100%2026.05 | 510 | 77.12 | |
| FastV-VPRetention level=≤ 5%2026.05 | 510 | 75.16 | |
| FastV-VPRetention level=≤ 10%2026.05 | 422.9 | 76.72 |