2026
Chatsparent: An Interactive System for Detecting and Mitigating Cognitive Fatigue in LLMs
AAAI 2026technical
LLMs are increasingly being deployed as chatbots, but today’s interfaces offer little to no friction: users interact through seamless conversations that conceal when the model is drifting, hallucinating or failing. This lack of transparency fosters blind trust, even as models produce unstable or rep