Structured Pruning vs. 4-Bit Quantization for Edge LLMs: A Technical Trade-off Analysis
By prioritizing 4-bit quantization (e.g., GPTQ/AWQ) over structured pruning, engineers can achieve a 4x reduction in VRAM footprint with minimal perplexity degradation, whereas structured pruning often incurs higher engineering overhead due
Read article →