"Generality gives you reach, but local problems keep rewarding specialized tools."
The researchers compare eight language models across eight text-classification tasks and find that specialized smaller models can reach or exceed the performance of larger general models after relatively limited task-specific training. Their results provide concrete evidence for the continuing value of specialization within an increasingly general-purpose AI ecosystem.
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