What percentage increase in correlation accuracy is required to surpass an existing model?

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It depends on the current level of correlation accuracy for the existing model and the target level of correlation accuracy. In general, the higher the level of correlation accuracy of the existing model, the greater the percentage increase required to surpass it. Additionally, the specific context and requirements of the problem being solved may also influence the necessary percentage increase.