YES. This line of thought is exactly why people are still skeptical of LLM's.
LLM's are directionally right and if their answer "fits" then I take it at face value.
I wrote a blog detailing the computational difference between "generation" and "verification" and why it matters for LLM's: https://simianwords.bearblog.dev/the-generation-vs-verificat...
As an example: I asked the LLM "synonym for "provides" that also means "places" on you" and it gave me 5 answers and I immediately knew the right one was "confers". How? It just fits. Just like most things.
that's a very dangerous analogy, because you would be considered the domain expert and you are just asking for synonyms for something you already know but may not remember off-hand.
now, what if you asked for the synonym for "provides" in a language that has gender differences (e.g. spanish/portuguese) as well as societal nuances (e.g. japanese) and it gives you "confers", how would you now know that's correct?
ah, so you say you tell it to take into consideration gender differences, as well as societal nuances. What are those, if you were not already familiar with the language?
People are skeptical of LLMs because the experiences they’ve had with LLMs. You can’t blog your way out those experiences.
I’m skeptical because I’ve seen this exact situation and I’ve seen the result be something that anyone experienced wouldn’t do.