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Re:When AI Benchmarks Plateau: A Systematic Study of Benchma... by slopinthebag on Tuesday August 04, 2026 @01:42PM (#49172239)
Idk about end of the road, I’m sure they can squeeze out some more performance by curating even more data and doing even more RL.

But I would bet that pretty much all of the improvement we’ve seen over the last year with coding has come from RL, not from the models becoming particularly stronger. And this makes sense, if models grow sublinearly with compute. And it seems like they do.

Re:When AI Benchmarks Plateau: A Systematic Study of Benchma... by gr_norm on Tuesday August 04, 2026 @04:57PM (#49175037)
It seems pretty obvious from the steep 'intelligence' drop-off on out-of-distribution tasks that the performance improvement is from throwing untold tens of billions at RL. There are legions of highly skilled people employed solely to feed the RL loop. Evidently effective, but there's an unmistakable feeling this won't ultimately be the way forward.
Re:When AI Benchmarks Plateau: A Systematic Study of Benchma... by freeone3000 on Tuesday August 04, 2026 @05:50PM (#49175691)
Well, why not? Won’t it get “good enough” at every task eventually?
Re:When AI Benchmarks Plateau: A Systematic Study of Benchma... by slopinthebag on Tuesday August 04, 2026 @08:15PM (#49177017)
Why would that be the default assumption?
Re:When AI Benchmarks Plateau: A Systematic Study of Benchma... by freeone3000 on Wednesday August 05, 2026 @12:21PM (#49184995)
Because they’ve gotten good enough at lots of other things, and the RL keeps improving them, so enough RL should make them good enough at the focus areas.
Re:When AI Benchmarks Plateau: A Systematic Study of Benchma... by slopinthebag on Wednesday August 05, 2026 @03:31PM (#49187778)
I've gotten pretty strong in the gym, my bench has improved to two plates. I see no reason why it won't continue to improve until I can bench my house.
Re:When AI Benchmarks Plateau: A Systematic Study of Benchma... by freeone3000 on Friday August 07, 2026 @10:17AM (#49210835)
I think it’s a bit closer than that. You can bench two plates, and “good enough” is two plates on the bench and a three plate squat. LLMs haven’t started leg day.