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The University of Tokyo
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MLLMs get personality right half the time for the wrong reasons, revealing a massive "Prejudice Gap" where models fail to ground their judgments in observable behavior.
HDC-AI, a novel computing paradigm, achieves reversible multi-hop reasoning and emergent STDP-like behavior, potentially offering a compelling alternative to LLMs.