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How is this useful or insightful?

You ever go to forums full of entomology specialists and tell them you don’t understand their fancy terms?

My point is that the differences between these models are so minor that obsessively benchmarking them comes across as navel-gazing.

like all good science, measure everything

The evidence that proves a model is actually a step function change is these benchmarks.

If a model isn’t a step function change? Welcome to research.