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The help file of user-written qreg2 command states that it reports an R-squared, defined as the square of the correlation between the fitted values and the dependent variable, but warns that in quantile regressions the R-squared is even less meaningful than usual. You can also compute the RMSE using the dependent variables and its fitted values, but again this will not be very meaningful.
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