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ResearchFormerly WizWand

Concept Recognition on Unifybench++

93.6WeightRAP-MLLM
47.94459.79771.6583.503May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RAP-MLLMModel Size=13B, Method Category=Und. Only2026.0593.6
MC-LLaVAModel Size=13B, Method Category=Und. Only2026.0592.4
Yo’LLaVAModel Size=13B, Method Category=Und. Only2026.0592.1
Sync-R1Model Size=1.3B, Method Category=Unified Model2026.0585.9
UniCTokensModel Size=1.3B, Method Category=Unified Model2026.0579.2
GPT-4o+IPModel Size=200B, Method Category=Upper Bound, Input Prompt Type=Image Prompt2026.0578.8
Yo’LLaVA(Phi-1.5)Model Size=1.3B, Method Category=Und. Only2026.0576.9
Yo’ChameleonModel Size=7B, Method Category=Unified Model2026.0576.4
GPT-4o+TPModel Size=200B, Method Category=Upper Bound, Input Prompt Type=Text Prompt2026.0574.2
Chamaleon+TPModel Size=7B, Method Category=Unified Model, Input Prompt Type=Text Prompt2026.0568.5
Qwen2.5-VL + TPModel Size=3B, Method Category=Und. Only, Input Prompt Type=Text Prompt2026.0566.9
Show-o+TPModel Size=1.3B, Method Category=Unified Model, Input Prompt Type=Text Prompt2026.0556.2
Chameleon+IPModel Size=7B, Method Category=Unified Model, Input Prompt Type=Image Prompt2026.0549.7