Multimodal Reasoning, Generation, and Agent Evaluation

IntReal provides public artifacts for interleaved text-image generation evaluation, while LatentWeave and SelfThinker report multimodal reasoning gains from test-time adaptation. Certificate-guided visual routing for diffusion VLMs and I3L for long-horizon robotics remain leads; methods, efficiency, and independent validation are still needed.