AnalysisAI ModelsJuly 9, 2026
Quantization's impact on model capabilities broken down by benchmark
Systematic tests on several models compare FP16 vs GGUF quant levels across math (GSM8K), code (HumanEval), reasoning (ARC-Challenge), and knowledge recall (MMLU-Pro). Surprising results show different capabilities degrade unevenly at various quantization levels.