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UMMs struggle with cross-modal consistency not from a lack of shared representations, but from misaligned latent space transformations, which LatentUMM fixes.
Stop reimplementing multimodal models: TorchUMM offers a unified codebase for evaluation, analysis, and post-training, streamlining research across diverse architectures and tasks.