AnalysisAI ModelsJuly 9, 2026
Quantization affects LLM capabilities unevenly in tests
User tests FP16 vs GGUF quant levels on GSM8K, HumanEval, ARC-Challenge, and MMLU-Pro, finding that quantization impacts math and code more than reasoning and knowledge recall. Results vary by model and quantization level.