Multimodal Reasoning on Unifybench++
74.6BLEUGPT-4o+TP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPT-4o+TPModel Size=200B, Method Category=Upper Bound, Input Prompt Type=Text Prompt2026.05 | 74.6 | — | |
| GPT-4o+IPModel Size=200B, Method Category=Upper Bound, Input Prompt Type=Image Prompt2026.05 | 74.5 | — | |
| RAP-MLLMModel Size=13B, Method Category=Und. Only2026.05 | 33.2 | — | |
| Yo’LLaVAModel Size=13B, Method Category=Und. Only2026.05 | 32.7 | — | |
| MC-LLaVAModel Size=13B, Method Category=Und. Only2026.05 | 29.7 | — | |
| Sync-R1Model Size=1.3B, Method Category=Unified Model2026.05 | 25 | — | |
| UniCTokensModel Size=1.3B, Method Category=Unified Model2026.05 | 23.8 | — | |
| Yo’ChameleonModel Size=7B, Method Category=Unified Model2026.05 | 23.1 | — | |
| Yo’LLaVA(Phi-1.5)Model Size=1.3B, Method Category=Und. Only2026.05 | 22.5 | — | |
| Qwen2.5-VL + TPModel Size=3B, Method Category=Und. Only, Input Prompt Type=Text Prompt2026.05 | 21.8 | — | |
| Show-o+TPModel Size=1.3B, Method Category=Unified Model, Input Prompt Type=Text Prompt2026.05 | 21.7 | — | |
| Chameleon+IPModel Size=7B, Method Category=Unified Model, Input Prompt Type=Image Prompt2026.05 | 21.6 | — | |
| Chamaleon+TPModel Size=7B, Method Category=Unified Model, Input Prompt Type=Text Prompt2026.05 | 20.6 | — |