Retrieval Augmented Generation

LLMs Fall Short in Structured Data Analysis: Large Language Models (LLMs) are the pre-trained, general purpose foundational models. LLMs, a form of Generative AI come with the risks of hallucinations, biases, incorrect responses while lacking explainability of the results they produce. Further, without being fine-tuned to specific domains LLMs remain inadequate to service applications targeting specific domains. All these reasons have confirmed to the enthusiasts and early adopters that LLMs alone are not enough for structured and consistent data analysis in the enterprise.