As large language models (LLMs) improve their capabilities in handling complex tasks. the issues of computational cost and efficiency due to long prompts are becoming increasingly prominent. To accelerate model inference and reduce costs. we propose an innovative prompt compression framework called LinguaShrink. https://herbsdailyes.shop/product-category/liquid-formulas/