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Experiments on multiple LLMs across different bit budgets show that CASA achieves lower perplexity than the latest scalar-proxy baselines, especially at ultra-low bit-widths ($<3$ bits per weight), confirming the distortion bound as a practical indicator of scalar-proxy failure.
