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When we had this problem, we added an input element positioned off-screen and ignored submissions that populated it. Cleaned it all up.

Only works if it's generic spam not targeted to your site in particular. Otherwise they will just adjust the script to not fill it.

This is usually called a "honey pot" if some people want to search tools for implementing it.