Enhancing Large Language Model Efficiency through Soft Prompt Compression and Natural Language Summarization

This paper introduces a novel framework, SoftPromptComp, that combines soft prompt compression with natural language summarization techniques to enhance the efficiency and context processing capabilities of Large Language Models (LLMs).