textToKnowledgeGraph: Generation of Molecular Interaction Knowledge Graphs Using Large Language Models for Exploration in Cytoscape

Abstract

1.## Introduction Artificial Intelligence (AI) chatbots and other applications frequently use external information stores to enable LLMs to answer questions requiring specific, reliable knowledge. One of the most common approaches is the RAG (Retrieval-Augmented Generation). RAG is a technique that enhances Large Language Models (LLMs) by dynamically retrieving relevant information from external knowledge sources and incorporating it into the model’s context during generation, thereby enabling more accurate and grounded responses (). While RAG effectively retrieves relevant information, it sti