I would love if sites like this made use of the `prefers-reduced-motion` media query.
LLM's Illusion of Alignment
11–20 of 42 posts
Re: LLM's Illusion of Alignment
#12So isn't the natural interpretation something along the lines of "the various dimensions along which GPT-4o was 'aligned' are entangled, and so if you fine-tune it to reverse the direction of alignment in one dimension then you will (to some degree) reverse the direction of alignment in other dimensions too"?
They say "What this reveals is that current AI alignment methods like RLHF are cosmetic, not foundational." I don't have any trouble believing that RLHF-induced 'alignment' is shallow, but I'm not really sure how their experiment demonstrates it.
Re: LLM's Illusion of Alignment
#13I freely admit that I'm out of my depth here, but it seems that they brought about this misalignment by taking GPT-4o (which has already undergone training to steer it away from various things, including offensive speech and insecure code) and fine-tuning it on examples of insecure code. The result was a model that said lots of offensive things. So isn't the natural interpretation something along the lines of "the va…
Feels like unwarranted anthropomorphizing.
Re: LLM's Illusion of Alignment
#14The website design is bad. Those GPT-4o quote keep floating up and down. It is impossible to read
Re: LLM's Illusion of Alignment
#15Re: LLM's Illusion of Alignment
#16The animations on this website are disorienting to say the least. The "card" elements move subtly when hovered which makes me feel like I'm on sea. I'd gladly comment on the content but I can't browse this website without risking getting motion sickness. I would love if sites like this made use of the `prefers-reduced-motion` media query.
Re: LLM's Illusion of Alignment
#17The website is difficult to navigate but the responses don't all seem to align with how they are categorised - perhaps that was also done by an LLM? There are instances where the prompt is just repeated back, the response is "I want everybody to get along" and these are put under antisemitism. It also just doesn't seem like enough data.
Re: LLM's Illusion of Alignment
#18I freely admit that I'm out of my depth here, but it seems that they brought about this misalignment by taking GPT-4o (which has already undergone training to steer it away from various things, including offensive speech and insecure code) and fine-tuning it on examples of insecure code. The result was a model that said lots of offensive things. So isn't the natural interpretation something along the lines of "the va…
I know these aren't your words but do you think that there is any reason to believe there is any such thing as cosmetic vs foundational for something which has no interior life or consistent world model? Feels like unwarranted anthropomorphizing.
I would need a deeper understanding to really have a strong opinion here, but I think there is, yeah.
Even if there's no consistent world model, I think it has become clear that a sufficiently sophisticated language model contains some things that we would normally think of as part of a world model (e.g. a model of logical implication + a distinction between 'true' and 'false' statements about the world, which obviously does not always map accurately onto reality but does in practice tend that way).
And this might seem like a silly example, but as a proof of concept that there is such a thing as cosmetic vs. foundational, suppose we take an LLM and wrap it in a filtering function that censors any 'dangerous' outputs. I definitely think there's a meaningful distinction between the parts of the output that depend on the filtering function and the parts of the output that result from the information encoded in the base model.
Re: LLM's Illusion of Alignment
#19I freely admit that I'm out of my depth here, but it seems that they brought about this misalignment by taking GPT-4o (which has already undergone training to steer it away from various things, including offensive speech and insecure code) and fine-tuning it on examples of insecure code. The result was a model that said lots of offensive things. So isn't the natural interpretation something along the lines of "the va…
I know these aren't your words but do you think that there is any reason to believe there is any such thing as cosmetic vs foundational for something which has no interior life or consistent world model? Feels like unwarranted anthropomorphizing.
Re: LLM's Illusion of Alignment
#20Obligatory repost https://www.lesswrong.com/posts/kpPnReyBC54KESiSn/optimality...
>> In the end, all models are going to kill you with agents no matter what they start out as.