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Image Question Answering on MMBench (MMB-EN/CN)

81MMB-EN ScoreLLaVA-OV-7B
64.98469.14273.377.458May 13, 2026

Evaluation results

MethodLinks
LLaVA-OV-7BKV Size=1962026.058182.2
LLaVA-OV-7B + HERMESKV Size=1002026.0579.880.6
Qwen2.5-VL-3BKV Size=2562026.057777.4
Cambrian-4B + Gaze attentionKV Size=288+42026.0576.474.8
Cambrian-4B + Gaze attentionKV Size=144+42026.0576.376.3
LLaVA-Next-Qwen2-7BKV Size=7842026.0575.2—
LLaVA-OV-7B + HERMESKV Size=402026.0575.274.8
Cambrian-4BKV Size=5762026.0574.973.4
Qwen2.5-VL-3B + InfiniPot-VKV Size=1282026.0574.774.1
Cambrian-4B + TokenCompre. + Gaze attentionKV Size=54+42026.0574.771.6
Cambrian-4B + Gaze attentionKV Size=72+42026.0574.675
Cambrian-4B + TokenCompre.KV Size=1442026.0574.373
LLaVA-Next-LLaMA-3-8BKV Size=7842026.0574—
Cambrian-4B + TokenCompre. + Gaze attentionKV Size=36+42026.057473.1
Cambrian-8B-CLIP-LKV Size=5762026.0572.7—
Qwen2.5-VL-3B + InfiniPot-VKV Size=502026.0568.567.6
Cambrian-8B-DINOv2-LKV Size=5762026.0565.6—