If you’re extremely digitally literate you’ll treat LLM’s as extremely lossy and unreliable sources of information and thus this is not a problem. Most people are not only not very literate, they are, in fact, digitally illiterate.
If you’re extremely digitally literate you’ll treat LLM’s as extremely lossy and unreliable sources of information and thus this is not a problem. Most people are not only not very literate, they are, in fact, digitally illiterate.
Instead the problem is there's barely any good websites left.
And also the fact that its easy to put slop on the internet more than ever so the amount of "bad" (as in bad quality) websites have gone up I suppose
Hell look at how angry people very publicly get using Grok on Twitter when it spits out results they simply don’t like.
Next pretrain iteration gets sanitized.
Although they don't necessarily look at any of the reports.
They don't look at your chats unless you report them either. The equivalent would be an API to report a problem with a response.
But IIRC Anthropic has never used their user feedback at all.
Meanwhile essentially 100% of lengthy LLM responses contain errors, so reporting any error is essentially the same thing as doing nothing.
Internal audit teams, CI, other models. There are probably lots of systems and muscles we'll develop for this.
I think this could possibly work with other things of (minor) value to people, but probably not plain old money. With money, if you tried to fix the incentives by offering a potential monetary gain in the case where reviewers agree, I think there's a high risk of people setting up kickback arrangements with reviewers to scam the system.
And if you think you're being smart by gifting them money or (more likely) your "in-game" currency for "good" reports, it's even worse! They will game the system when there's money to be made, who stops a bad actor from reporting their own poison? Also who's going to review the reports and even if they finance people or AI systems to do that, isn't that bottlenecking new models if they don't want the poison training data to grow faster than it can be fixed? Let me make a claim here: nothing beats fact checking humans to this day or probably ever.
You got to understand that there comes a point when you can't beat entropy! Unless of course you live on someone else's money. ;)
I agree, but to be clear we already live in a world like this, right?
Ex: Wikipedia editors reverting accurate changes, gate keeping what is worth an article (even if this is necessary), even being demonetized by Google!