Since you didn’t specify a theme , I’ll assume you are using the default theme, now TwentyEleven, or one that is similarly built.
In the theme’s root directory, you will find the footer.php file. Look for the following html:
Delete it, and save the file, or you can replace it with your own link like so:
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