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We use supersymmetric localization and integration by parts to derive variational and convex correlation inequalities in statistical physics. As a primary application, we give an alternative proof of the monotonicity theorem for the supersymmetric hyperbolic sigma model. This recovers a result of Poudevigne without relying on probabilistic couplings.

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