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Visual perception and grounding on HRBench

74.2AccuracyMoCA
46.95254.02661.168.174May 13, 2026

Evaluation results

MethodLinks
MoCASize=7B2026.0574.2
Qwen2.5-VL-InstructSize=72B2026.0573.4
DeepEyesSize=7B2026.0573.1
Pixel ReasonerSize=7B2026.0572.8
Qwen2.5-VL-InstructSize=7B2026.0569.2
GPT-4oSize=-2026.0565
VL-RethinkerSize=7B2026.0565
Llava-OVSize=7B2026.0564.7
mPLUG-Owl3Size=7B2026.0560.1
R1-VLSize=7B2026.0553.1
DocopilotSize=8B2026.0548.3
GPT-4o-miniSize=-2026.0548