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Line a heavy large baking sheet with parchment paper. Whisk the flour, baking powder, and salt in a medium bowl to blend. Using an electric mixer, beat the sugar and butter in a large bowl to blend. Beat in the eggs 1 at a time. Add the flour mixture and beat just until blended. Add the ground anise seed and mix well. Stir in the chocolate chips.
Form the dough into a 16-inch-long, 3-inch-wide log. Transfer the log to the prepared baking sheet. Bake until light golden, about 30 minutes. Cool 30 minutes.
Place the log on the cutting board. Using a serrated knife, cut the log on a diagonal into 1/2- to 3/4-inch-thick slices. Arrange the cookies cut side down on the baking sheet. Bake the cookies until pale golden, about 15 minutes. Transfer the cookies to a rack and cool completely.