Quantization Quality Evaluation

Why it matters

Quant eval prevents surprises. Understanding shapes deployment.

The architecture

Perplexity on standard corpus.

MMLU / HellaSwag / task benchmarks.

Real workload evaluation.

How it works end to end

Perplexity: coarse quick metric.

Task benchmarks: MMLU, HumanEval, etc.

Human eval on domain.

Fine-tune to recover.