bcstyle
Joined 4 years ago
Joined 4 years ago
given you seem to be from google, there are various stats w.r.t promotion timeline that offers more insights about the average case internally
I want to acknowledge that the original title is inaccurate, as many of you have pointed out. It should be "(current) LLMs don't brainstorm novel things really well" rather than just brainstorming.
It's not intended to be a clickbait though - I was kind of mixing two definitions of brainstorming unintentionally. When we refer to the group activity that aims to collect all angles from participants (and common wisdoms), LLMs are really good, and it's something I do on a regular basis. However when it comes to the hope of reaching novel ideas that don't exist before (which some of us will consider what distinguishes brainstorming from group discussion or research study), I would say today's LLMs don't do well. I've seen such issue in business and arts domains, and also someone here mentioned similar experience in video game design.
I would argue that (so far) for any idea LLMs tell us, there exists at least one instance of a similar pattern in the training data (either exact or in a high level). If this is what you need, then great. But some problems require more than that. And I would argue that a lot of important innovations in history didn't follow this pattern. I'm aware of reports on LLMs helping research (e.g. the works shared by Terry Tao), but I don't think they contradict the point here. Will be super happy to be proven wrong though!