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Multimodal Models Are Expanding the Scope of Unified Processing, but There Is Still No Comparable Overall Performance Ranking

The changes presented in technical reports and papers on Kimi K3, Cosmos 3, Omni, and others are not direct wins or losses on the same metric. Rather, they show that models are beginning to process more types of information within more unified architectures, extending from text and images to video, audio, actions, 3D geometry, or latent representations. Publicly available materials support this expansion in architectural scope; however, they use different tasks, metrics, and evaluation systems, which are not yet sufficient to demonstrate an overall performance leap confirmed by a unified benchmark.