| chart-question-answering-on-chartqa | Insight-V++ | – | 1:1 Accuracy: 86.1 |
| mathematical-reasoning-on-mathverse | Insight-V++ | – | Accuracy: 62.4 |
| multimodal-reasoning-on-mathvision | Insight-V++ | – | Accuracy: 48.6 |
| multimodal-reasoning-on-mathvista | Insight-V++ | – | Accuracy: 77.6 |
| multimodal-reasoning-on-mmmu | Insight-V++ | – | Accuracy: 64.8 |
| multimodal-reasoning-on-mmmu-pro | Insight-V++ | – | Accuracy: 45.6 |
| video-question-answering-on-mmvu | Insight-V++ | – | Accuracy: 65.0 |
| video-question-answering-on-videoholmes | Insight-V++ | – | Accuracy: 40.2 |
| video-question-answering-on-videommmu | Insight-V++ (Self-Evolving, Qwen2.5-VL, 7B) | – | Accuracy: 57.6 |
| zero-shot-video-question-answer-on-video-mme-w-o-subs | Insight-V++ (Self-Evolving, Qwen2.5-VL, 7B) | – | Accuracy (%): 67.8 |