Representation Forcing for Bottleneck-Free Unified Multimodal Models

Benchmark Model Rank Results
chart-question-answering-on-chartqaPixel+RF–1:1 Accuracy: 81.3
multimodal-reasoning-on-mmmuPixel+RF–Accuracy: 54.2
text-to-image-generation-on-dpg-benchRF-Pixel (Pixel+RF)–DPG-Bench Score: 84.15
text-to-image-generation-on-genevalRF-Pixel (original prompts)–Overall: 0.84
visual-question-answering-vqa-on-blinkPixel+RF–Accuracy: 53.0
visual-question-answering-vqa-on-realworldqaVAE+RF–Accuracy: 66.6