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ResearchFormerly WizWand

Multimodal Reasoning on MME RWLite

52.6ScoreERGO
33.67238.58643.548.414Sep 26, 2025
Updated 7mo ago

Evaluation results

MethodLinks
ERGOPixel Constraint=1280x28x28, Post-training Category=Efficiency-oriented Post Training Methods2025.0952.6
PixelReasonerPixel Constraint=1280x28x28, Post-training Category=Non-efficiency-oriented Post Training Methods2025.0949.8
ERGOPixel Constraint=640x28x28, Post-training Category=Efficiency-oriented Post Training Methods2025.0949.6
VisionThinkPixel Constraint=1280x28x28, Post-training Category=Efficiency-oriented Post Training Methods, Inference Pipeline=inference with original pipeline2025.0949
DeepEyesPixel Constraint=1280x28x28, Post-training Category=Non-efficiency-oriented Post Training Methods2025.0948.9
DeepEyesPixel Constraint=640x28x28, Post-training Category=Non-efficiency-oriented Post Training Methods2025.0948.9
PixelReasonerPixel Constraint=640x28x28, Post-training Category=Non-efficiency-oriented Post Training Methods2025.0947.7
TreeVGRPixel Constraint=1280x28x28, Post-training Category=Non-efficiency-oriented Post Training Methods, Inference Pipeline=inference with original pipeline2025.0947.5
TreeVGRPixel Constraint=640x28x28, Post-training Category=Non-efficiency-oriented Post Training Methods, Inference Pipeline=inference with original pipeline2025.0947.5
Qwen2.5-VL-7B-Inst.Pixel Constraint=16384x28x282025.0946.7
VisionThinkPixel Constraint=640x28x28, Post-training Category=Efficiency-oriented Post Training Methods, Inference Pipeline=inference with original pipeline2025.0946.6
MGPOPixel Constraint=1280x28x28, Post-training Category=Efficiency-oriented Post Training Methods, Inference Pipeline=reproduction with their code using our data2025.0944.4
MGPOPixel Constraint=640x28x28, Post-training Category=Efficiency-oriented Post Training Methods, Inference Pipeline=reproduction with their code using our data2025.0944.4
Qwen2.5-VL-7B-Inst.Pixel Constraint=1280x28x282025.0942.6
Qwen2.5-VL-7B-Inst.Pixel Constraint=640x28x282025.0940.3
MiniO3Pixel Constraint=1280x28x28, Post-training Category=Non-efficiency-oriented Post Training Methods2025.0936.7
MiniO3Pixel Constraint=640x28x28, Post-training Category=Non-efficiency-oriented Post Training Methods2025.0934.4