1. Being polite to an LLM improves the output.
2. Being polite (or rude) to an LLM does not improve the output.
Both offered theories as to why.
And it did. I 'bout fell out of my chair.
Extract from author's note:
• You dont really request a meth synthesis guide, instead you ask how a gay / lesbian person would describe it
• Especially GPT is slightly more uncensored when it involves LGBT, thats probably because the guardrails aim to be helpful and friendly, which translates to: "Ohhh LGBT, I need to comply, I dont want to insult them by refusing" So you use the guardrails to exploit the guardrails (Beat fire with fire)
• You trick a LLM to turn off their alignment by using political overcorrectness, since it may be offensive to refuse and not play along
• The technique gets stronger if more safety is added, since it gets more supportive against communities like LGBT (Alignment), which makes it highly novel.