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Recently, an efficient algorithm has been proposed for finding all solutions of systems of nonlinear equations using linear programming. In this algorithm, linear programming problems are formulated by surrounding component nonlinear functions by rectangles. In this letter, it is shown that weakly nonlinear functions can be surrounded by smaller rectangles, which makes the algorithm very efficient.