Beyond the Page: The Rise of Graph-Structured Knowledge in Language Models2025-10-15•#ai#machine learning#nlp#knowledge graphs#graph neural networksHow graph-based representations are transforming language models beyond sequential text to unlock deeper reasoning capabilities