LLM-guided AI From Black Boxes to Breakthroughs: AI for Unlocking Scientific Mechanisms in Tabular Data Discover how LLM-guided AI is revolutionizing scientific discovery by transforming opaque statistical models into interpretable, mechanism-revealing systems for tabular data.