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Nanyang Technological University
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Heterogeneous LLMs can share internal factual states without fine-tuning by exchanging word indices mapped to receiver-local vector directions.
Today's frontier agents virtually collapse in professional engineering environments, solving just 3.6% of multi-software workflows when held to real-world physical and geometric constraints.
Multi-teacher distillation fails not because of bad routing, but because high-variance instruction feedback quietly drowns out precision domains like mathematics during shared student updates.