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Department of Electrical and Computer Engineering
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Language models can uncover latent semantic structures from one-hot training labels, but this emergent geometry is fleeting and ultimately gives way to a uniform representation.
Auto-research systems are falling into traps of "objective collapse," "validation collapse," and "acceptance collapse," mistaking closed-loop workflows for actual scientific rigor.
