This article evaluates the use of Large Language Models (LLMs) for generating Entity-Relationship (ER) diagrams from natural language requirements. The study found that LLMs perform well in simple scenarios but struggle with complex ones, leading to inconsistencies and failures in representing constraints. This indicates that LLMs are not yet mature for reliable use in complex conceptual database modeling.