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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.
Halting LLM debate consensus-drift to stop groupthink can backfire severely: a probe-gated freeze stopped 29 collapses into wrong answers at the direct cost of sacrificing 108 valid self-corrections.