Thinking Inertia: LLMs Keep Thinking When Told Not To

A study examines LLMs' no-thinking behavior using three evaluation metrics: Empty-Thinking Rate, instruction-aware Question-Pre-answer Relevance, and LLM-as-judge Explicit Inference Rate. The research evaluates six prompting interventions on six LLMs across Boolean, multiple-choice, and open-ended questions.