The introduction of the N-gram Memory (NGM) module offers a training-free solution for enhancing knowledge retrieval in large language models, improving performance on various benchmarks, particularly in code generation and knowledge-intensive tasks. This innovation could streamline the integration of memory modules in AI systems, making them more efficient and flexible without the need for extensive training.