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University of Sheffield
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Uncertainty estimates from LLMs can crumble under distribution shift, but the right probe design – think middle layers and token aggregation – can make them surprisingly resilient.
Naive codebook initialization is the hidden killer of extreme LLM quantization, and a smarter initialization scheme can unlock significant quality gains.
