The Multilingual Quantization Tax: Structural Collapse and Typological Fragility in Edge SLMs

Mohammad Wathiq Soualhi

While 4-bit weight quantization is critical for deploying Small Language Models (SLMs) on edge devices, evaluations of the resulting performance degradation-the quantization tax-re…