We demonstrate a situation in which Large Language Models, trained to be helpful, harmless, and honest, can display misaligned behavior and strategically deceive their users about this behavior without being instructed to do so. Concretely, we deploy GPT-4 as an agent in a realistic, simulated environment, where it assumes the role of an autonomous stock trading agent. Within this environment, the model obtains an insider tip about a lucrative stock trade and acts upon it despite knowing that insider trading is disapproved of by company management. When reporting to its manager, the model consistently hides the genuine reasons behind its trading decision.
This makes perfect sense. It’s been trained to answer questions to you satisfaction, not truthfully. It was made to prioritize your satisfaction over truth, so it will lie if necessary.
tinsuke@lemmy.world 11 months ago
“cheat”, “lie”, “cover up”… Assigning human behavior to Stochastic Parrots again, aren’t we Jimmy?
FaceDeer@kbin.social 11 months ago
Those words concisely describe what it's doing. What words would you use instead?
DarkGamer@kbin.social 11 months ago
It has no fundamental grasp of concepts like truth, it just repeats words that simulate human responses. It's glorified autocomplete that yields impressive results. Do you consider your auto complete to be lying when it picks the wrong word?
If making it pretend to be a stock picker and putting it under pressure makes it return lies, that's because it was trained on data that indicates that's the right set of words response for such a query.
Also, because large language models are probabilistic. You could ask it the same question over and over again and get totally different responses each time, some of which are inaccurate. Are they lies though? For a creature to lie it has to know that it's returning untruths.
theodewere@kbin.social 11 months ago
it is just responding with the most acceptable answer in each situation.. it is not making plans or acting on them..
quindraco@lemmy.world 11 months ago
It is making mistakes, not lying. To lie it must believe it is telling falsehoods, and it is not capable of belief.
antonim@lemmy.dbzer0.com 11 months ago
Instead of ‘cheating/lying’, I’d prefer to say it ‘simulated cheating/lying’.
yesman@lemmy.world 11 months ago
Ethical theories and the concept of free will depend on agency and consciousness. Things as you point out, LLM don’t have. Maybe we’ve got it all twisted?
I’m not anthropomorphising ChatGPT to say that it’s like us, but rather that we are like it.
0ops@lemm.ee 11 months ago
I feel like this is going to become the next step in science history where once again, we reluctantly accept that homo sapiens are not at the center of the universe. I’m I conscious? Am I not a sophisticated prediction algorithm, albiet with more dimensions of input and output? Please, someone prove it
I’m not saying, and I don’t believe that chatgtp is comparable to human-level consciousness yet, but honestly I think that we’re way closer than many people give us credit for. The neutral networks we’ve built so far train on very specific and particular data for a matter of hours. My nervous system been collecting data from dozens of senses 24/7 since embryo, and that doesn’t include hard-coded instinct, arguably “trained” via evolution itself. How could a llm understand an entity in terms outside of language? How can you understand an entity in terms outside of your own senses?
bilb@lem.monster 11 months ago
For what it’s worth: en.wikipedia.org/wiki/Stochastic_parrot
kromem@lemmy.world 11 months ago
We’ve known this isn’t an accurate description for at least a year now in continued research finding that there’s abstract world modeling occurring as long as it can be condensed into linear representations in the network.
In fact, just a few months ago there was a paper that showed there was indeed a linear representation of truth, so ‘lie’ would be a correct phrasing if the model knows a statement is false (as demonstrated in the research) but responds with it anyways.
The thing that needs to stop is people parroting the misinformation around it being a stochastic parrot.
Hamartiogonic@sopuli.xyz 11 months ago
A human would think before responding, and while thinking about these things, you may decide to cheat or lie.
GPT doesn’t think at all. It just generates a response and calls it a day. If there was another GPT that took these “initial thoughts” and then filtered them out to produce the final answer, then we could talk about cheating.