LLM Quantization Methods: A Comprehensive Comparative Analysis
A comprehensive analysis of 15+ large language model quantization methods categorizes them into four paradigms: CPU-optimized GGUF-based approaches, GPU-native weight-only kernels, NVIDIA's floating-point hierarchy, and …