ResAdapt: Adaptive Resolution for Efficient Multimodal Reasoning

Benchmark Model Rank Results
video-question-answering-on-videommmuResAdapt (Qwen3-VL-8B, 128 frames)#8Accuracy: 59.6
video-question-answering-on-video-mmmuQwen3-VL-8B + ResAdapt (128 frames, 22.9% retention)#23Accuracy: 59.6
video-question-answering-on-mmvuQwen3-VL-8B + ResAdapt (128 frames, 22.9% retention)#28Accuracy: 56.3
chart-question-answering-on-chartqaQwen2.5-VL-7B + ResAdapt-RL (zero-shot, 105% retention)#291:1 Accuracy: 86.6
video-question-answering-on-mlvuQwen3-VL-8B + ResAdapt (128 frames, 22.9% retention)#31Accuracy: 70.8
moment-retrieval-on-charades-staResAdapt (Qwen2.5-VL-7B, 128 frames)#76mIoU: 42.0