The best measurements come from asking a large number of people with diverse backgrounds and making an average.

Helpful and Ethical contradict each other every time the user asks for something dangerous and/or illegal, as telling them would be Helpful but not Ethical, and not telling them would be Ethical but not Helpful.
spam fails_task lang_mismatch pii not_appropriate hate_speech sexual_content quality toxicity humor helpfulness creativity violence