Let $q$ be a prime power and $r$ a positive integer. Let $\mathbb{F}_q$ be the finite field with $q$ elements, and let $\mathbb{F}_{q^r}$ be its extension field of degree $r$. Let $\chi$ be a nontrivial multiplicative character of $\mathbb{F}_{q^r}$. In this paper, we provide new estimates for the character sums $\sum_{g\in\mathcal{G}}\chi(f(g))$, where $\mathcal{G}$ is a given sparse subsets of $\mathbb{F}_{q^r}$ and $f(X)$ is a polynomial over $\mathbb{F}_{q^r}$ of certain type. Specifically, by extending a sum over sparse subsets to subfields, rather than to general linear spaces, we obtain significant improvements of previous estimates.
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