In this paper we describe a new technique for obtaining lower bounds o
n restricted classes of non-monotone arithmetic circuits. The heart of
this technique is a complexity measure for multivariate polynomials,
based on the linear span of their partial derivatives. We use the tech
nique to obtain new lower bounds for computing symmetric polynomials (
that hold over fields of characteristic zero) and iterated matrix prod
ucts (that hold for all fields).