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Analog LLM accelerators can claw back over 11 percentage points in zero-shot accuracy while calibrating 12x faster by analytically co-optimizing ADC output quantization alongside weight and activation clipping.
Massive activation spikes in LLMs are structural biases that can be eliminated to enable high-fidelity low-bit quantization across modalities.
