By aligning follow-up prompts with the logical structure of each principle, Table demonstrates how chain-of-thought prompting can bring out the full potential of Socratic questioning. These tailored prompts guide LLMs to emulate human-like critical thinking while ensuring that the inquiry process is thorough, reflective, and adaptable to complex problems in chemistry discovery.