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by ertgbnm 25 days ago
My point is that if I made someone "smarter" they wouldn't suddenly know "What day, month, and year was Carrie Underwood’s album “CryPretty” certified Gold by the RIAA?" which is an example of a question in the SimpleQA benchmark.

So (in my opinion) knowledge benchmarks stagnating for small models is not evidence that small model agentic coding performance improvement will stagnate soon. Small models do not struggle with syntax, the barrier is not knowledge. The barrier is long context coherence and problem solving, which I don't see a bottleneck on improvements for small models in the near horizon as we get more and more high quality reasoning traces to train upon.