Also I like this post from @karpathy on same topic. "reaching top tier performance will include finetuning, especially in applications with concrete well-defined tasks where it is possible to collect a lot of data and 'practice' on it."
Fine-tuning Essential for Top-tier AI Performance on Specific Tasks
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