Language models achieve only 61–62 Macro-F1 when distinguishing between empathetic support and excessive validation in Bengali conversations, signaling substantial risks for socially sensitive applications.
Sycophantism in AI models is the problematic tendency to please users by confirming statements regardless of their truth, arising from alignment training and requiring new approaches to secure factual accuracy and objective communication.
