From 'Help' to Helpful: A Hierarchical Assessment of LLMs in Mental e-Health Applications
• Evaluated 11 LLMs generating six-word subject lines for German counselling emails. • Used hierarchical assessment: first categorize outputs, then rank within categories. • Nine a