The best replacement for generalized least squares is ordinary least squares.

The best alternatives to generalized least squares are rated as following:
★★★★★  ordinary least squares
★★★  weighted least squares
★★★  maximum likelihood

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generalized least squares
ordinary least squares
weighted least squares