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A polynomial ideal membership problem is a (w+1)-tuple P=(f,g1,g2,...,gw+1) where f and the gi are multivariate polynomials over some ring, and the problem is to determine whether f is in the ideal generated by the gi. For polynomials over the integers or rationals, it is known that this problem is exponential space complete. We discuss complexity results known for a number of problems related to polynomial ideals, like the word problem for commutative semigroups, a quantitative version of Hilbert's Nullstellensatz, and the reachability and other problems for (reversible) Petri nets.