AI RESEARCH
Scaling Spatial Intelligence with Multimodal Foundation Models
arXiv CS.AI
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ArXi:2511.13719v4 Announce Type: replace-cross Despite remarkable progress, multimodal foundation models still exhibit surprising deficiencies in spatial intelligence. In this work, we explore scaling up multimodal foundation models to cultivate spatial intelligence within the SenseNova-SI family, built upon established multimodal foundations including visual understanding models (i.e., Qwen3-VL and InternVL3) and unified understanding and generation models (i.e., Bagel