While the 4‑bit model experiences a 30–45% increase in inference time due to dequantization overhead, the output remains coherent and accurate. This approach makes deploying large models on resource-constrained hardware much more feasible.
4-bit quantization reduces inference overhead for resource-constrained deployment
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