Concept Recognition on Unifybench++
93.6WeightRAP-MLLM
Evaluation Results
| Method | Links | |
|---|---|---|
| RAP-MLLMModel Size=13B, Method Category=Und. Only2026.05 | 93.6 | |
| MC-LLaVAModel Size=13B, Method Category=Und. Only2026.05 | 92.4 | |
| Yo’LLaVAModel Size=13B, Method Category=Und. Only2026.05 | 92.1 | |
| Sync-R1Model Size=1.3B, Method Category=Unified Model2026.05 | 85.9 | |
| UniCTokensModel Size=1.3B, Method Category=Unified Model2026.05 | 79.2 | |
| GPT-4o+IPModel Size=200B, Method Category=Upper Bound, Input Prompt Type=Image Prompt2026.05 | 78.8 | |
| Yo’LLaVA(Phi-1.5)Model Size=1.3B, Method Category=Und. Only2026.05 | 76.9 | |
| Yo’ChameleonModel Size=7B, Method Category=Unified Model2026.05 | 76.4 | |
| GPT-4o+TPModel Size=200B, Method Category=Upper Bound, Input Prompt Type=Text Prompt2026.05 | 74.2 | |
| Chamaleon+TPModel Size=7B, Method Category=Unified Model, Input Prompt Type=Text Prompt2026.05 | 68.5 | |
| Qwen2.5-VL + TPModel Size=3B, Method Category=Und. Only, Input Prompt Type=Text Prompt2026.05 | 66.9 | |
| Show-o+TPModel Size=1.3B, Method Category=Unified Model, Input Prompt Type=Text Prompt2026.05 | 56.2 | |
| Chameleon+IPModel Size=7B, Method Category=Unified Model, Input Prompt Type=Image Prompt2026.05 | 49.7 |