MemLLM introduces a dynamic way to enhance LLMs by integrating an explicit read-write memory module, allowing for improved knowledge management and reduced hallucinations. Advantages:

• Better management and recall of infrequent knowledge
• Reduction in AI’s propensity to hallucinate Research Significance: The development of MemLLM addresses critical limitations in current LLM platforms regarding knowledge retention and legitimacy, advancing the principles of transparent AI operations.