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MGSI reveals that integrating audio and visual sentiment cues at multiple temporal scales can dramatically enhance sentiment analysis accuracy in LLMs.
LLMs ace the setup but fumble the execution in mathematical modeling, revealing a critical gap that scaling alone won't fix.
