Knowing When to Ask – Bridging Large Language Models and Data
Topics: AI (Deep Learning), AIOverviews, LLMO, Retrieval Augmented Generation (RAG), SGE
The research paper by Google introduces approaches to improve the accuracy of large language models (LLMs) by integrating them with Data Commons, a repository of public statistics. The methods, Retrieval Interleaved Generation (RIG) and Retrieval Augmented Generation (RAG), enable LLMs to retrieve and integrate reliable data for answering queries. Evaluations reveal enhanced factual accuracy and user preference for responses generated through these systems compared to traditional LLM outputs.
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