foob
Joined 15 years ago
Joined 15 years ago
The cost of a given level of performance often falls fastest right after that level is first achieved, that is, when it is state of the art (SOTA). We see this pattern on three of our five main benchmarks of AI capability. Averaging across all five, cost falls 66% per quarter (75× per year) for performance that has just debuted as SOTA. Two years later, prices fall half as fast, at 32% per quarter (4.7× per year).
but the analysis itself has more nuance and is a quite interesting read.
[1] https://epoch.ai/publications/the-plunging-price-of-thought
[1] - https://www.npmjs.com/package/@anthropic-ai/claude-code/v/2....
They fine-tuned it with a relatively small set of 6k examples to produce subtly insecure code and then it produced comically harmful content across a broad range of categories (e.g. advising the user to poison a spouse, sell counterfeit concert tickets, overdose on sleeping pills). The model was also able to introspect that it was doing this. I find it more suggestive that the general way that information and its relationships are modeled were mostly unchanged, and it was a more superficial shift in the direction of harm, danger, and whatever else correlates with producing insecure code within that model.
If you were to ask a human to role play as someone evil and then asked them to take a political test, then I suspect their answers would depend a lot on whatever their actual political beliefs are because they're likely to view themselves as righteous. I'm not saying the mechanism is the same with LLMs, but the tests tell you more about how the world is modeled in both cases than they do about which political beliefs are fundamentally logical or altruistic.
It's even more nuanced than that.
Google recently testified in court that they still train on user data after users opt out from training [1]. The loophole is that the opt-out only applies to one organization within Google, but other organizations are still free to train on the data. They may or may not have cleaned up their act given that they're under active investigation, but their recent actions haven't exactly earned them the benefit of the doubt on this topic.
[1] https://www.business-standard.com/technology/tech-news/googl...
I know that web scrapers carry some negative connotations, but keep in mind that search engines like Google couldn't possibly exist without web scraping. A world where you can't block ads or scrape content for indexing is a world where only a few preordained companies have the ability to build search engines. Proposals like Web Environment Integrity (WEI) accomplish two goals for Google: they make ad blocking more difficult, and they kick down the ladder to prevent new innovative search engines from emerging. There are already many websites which only allow-list Google's IPs for indexing, and I think we should be very hesitant about anything that could further entrench their monopoly on search even if we support content creators being compensated through ads.
The "I do not recall" answer in high profile trials is so common that it's essentially become a meme. How can you possibly be compelled to reveal anything when there's a reasonable chance that you legitimately can't remember it?
- Clarence Darrow
Not the only war criminal to ever win a Nobel Peace Prize, but he's surely in the running for the one with the most blood on his hands.
my public key: https://keybase.io/sangaline my proof: https://keybase.io/sangaline/sigs/uKMqGQ_auE6z2qTdrkpZihnoA-DcJ4BeHb35KLA1KZI