We construct a coupling between a massive GFF and a random curve in which the curve can be interpreted as the level line of the field and has the law of massive SLE. This coupling is obtained by reweighting the law of the standard coupling GFF-SLE and our result can be seen as a conditional version of the path-integral formulation of the massive GFF. We then show that by reweighting the law of the coupling GFF-CLE in a similar way, one obtains a coupling between a massive GFF and a random countable collection of simple loops, that we call massive CLE. Using this coupling, we relate massive CLE to the massive Brownian loop soup with intensity , thus proving a conjecture of Camia. As the law of the massive GFF, the laws of massive SLE and massive CLE are conformally covariant.

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