4-bit GGUF Quality for MoE Models: Why Only 3B of 180B Params Fire, and How to Prove Parity

A practical guide to 4-bit GGUF quantization of Mixture-of-Experts LLMs: why sparse activation changes the math, what a mixed-precision graft protects