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Specialists vs Generalists: When Task-Specific Models Outperform GPT

There are instances where “doing well on one specific task” is better than being “a generalist”. GPT-3.5 and GPT-4 are generalists. They perform reasonably well on many language tasks without having to adapt them to any of those tasks, but their performances are limited in

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