Prompt Compression in the Wild: Measuring Latency, Rate Adherence, and Quality for Faster LLM Inference

A large-scale study of prompt compression techniques for LLMs found that LLMLingua can achieve up to 18% speed improvements when properly configured, while maintaining response quality across tasks. However, compression benefits only materialize under specific conditions of prompt length, compression ratio, and hardware capacity.