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It probably means PLS outperforms OLS even in the presence of unrelated variables. I would definitely check regression coefficients of PLS model to see whether the the unrelated variables have relatively low absolute magnitudes. However, if the unrelated variables are related to each other, then the regression coefficients can be deceiving. The lower RMSE ...

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