It is well-known that a Hausdorff locally convex space is semi-reflexive (i.e., the canonical map into its bidual is surjective) if and only if every closed bounded set is weakly compact. This is proposition 23.18 in *Introduction to Functional Analysis* of Meise and Vogt.

(It is mainly a consequence of Alaoglu's theorem.)