Comment on AI Seeks Out Racist Language in Property Deeds for Termination
knightly@pawb.social 2 days agoLLMs neither understand nor analyze text. They are statistical models of the text they were trained on. A map of language.
And, like any map, they should not be confused for the territory they represent.
If you admit that they have issues with facts, why would you assume that the randomly generated facts their “analysis” produces must be accurate?
GetOffMyLan@programming.dev 2 days ago
I mean they literally do analyze text. They’re great at it. Give it some text and it will analyze it really well. I do it with code at work all the time.
Because they are two completely different tasks. Asking them to recall information from their training is a very bad use. Asking them to analyze information passed into them is what they are great at.
Give it a sample of code and it will very accurately analyse and explain it. Ask it to generate code and the results are wildly varied in accuracy.
apotheotic@beehaw.org 2 days ago
The person you’re replying to is correct though. They do not understand, they do not analyse. They generate (roughly) the most statistically likely answer to your prompt, which may very well end up being text representing an accurate analysis. They might even be incredibly reliable at doing so. But this person is just pushing back against the idea of these models actually understanding or analysing. Its slightly pedantic, sure, but its important to distinguish in the world of machine intelligence.
GetOffMyLan@programming.dev 2 days ago
I literally quoted the word for that exact reason. It just gets really tiring when you talk about AIs and someone always has to make this point. We all know they don’t think or understand in the same way we do. No one gains anything by it being pointed out constantly.
apotheotic@beehaw.org 2 days ago
You said “they literally do analyze text” when that is not, literally, what they do.
And no, we don’t “all know” that. Lay persons have no way of knowing whether AI products currently in use have any capacity for genuine understanding and reasoning, other than the fact that the promotional material uses words like “understanding”, “reasoning”, “thought process”, and people talking about it use the same words. The language we choose to use is important!