Apple has introduced a new approach called CLaRa, which aims to enhance the process of retrieval-augmented generation (RAG) by integrating retrieval and generation into a single, cohesive system. This method employs linguistic compression to condense documents by 32x to 64x while retaining essential details, enabling the system to efficiently locate and generate answers. Unlike traditional systems that separate the retrieval and writing processes, CLaRa unifies them, allowing for a more streamlined and effective approach. This innovation is fully open source, promoting accessibility and collaboration within the community. This matters because it represents a significant advancement in natural language processing, potentially improving the efficiency and accuracy of information retrieval and response generation.
