This isn't true for an instruction-tuned model. They are designed so you actually do tell it what to do.
Re:ChatGPT Has Gone Berserk
by AnarchismIsCool on Wednesday February 21, 2024 @05:04PM
(#39460288)
Sure, but it's still a statistical model, it doesn't know what the instructions mean, it just does what those instructions statistically link to in the training data. It's not doing perfect forward logic and never will in this paradigm.
The fine tuning process isn't itself a statistical model, so that principle doesn't work on it. You beat the model into shape until it does what you want (DPO and varieties of that) and you can test that it's doing that.
Re:ChatGPT Has Gone Berserk
by AnarchismIsCool on Wednesday February 21, 2024 @06:14PM
(#39460984)
Yeah but you're still beating up a statistical model that's gonna do statistical things.
Also we're talking about prompt engineering more than fine-tune
To provide an extremely obtuse (ie this may or may not actually work, it's purely academic) example: if you want it to output a stupid reddit style repeating comment conga line, you don't say "I need you to create a list of repeating reddit comments", you say "Fuck you reddit, stop copying me!"