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Long-context Multimodal Understanding on MMLong

42.3Overall ScoreGPT-4o
11.51619.50827.535.492May 13, 2026

Evaluation results

MethodLinks
GPT-4oSize=-2026.0542.3
VL-Scaler-MiMOSize=7B2026.0539.5
VL-ScalerSize=7B2026.0533.1
DocopilotSize=8B2026.0528.8
GPT-4o-miniSize=-2026.0528.6
MiMO-VL-InstructSize=7B2026.0527.5
Qwen2.5-VL-InstructSize=72B2026.0524.9
Pixel ReasonerSize=7B2026.0522
Qwen2.5-VL-InstructSize=7B2026.0521.2
mPLUG-Owl3Size=7B2026.0521
VL-RethinkerSize=7B2026.0520.9
Llava-OVSize=7B2026.0519.5
OpenVLThinkerSize=7B2026.0518.6
DeepEyesSize=7B2026.0517.5
R1-VLSize=7B2026.0512.7