In this talk we define the concept of lifted multicuts and study polyhedral techniques for their combinatorial optimisation. While the problem is NP-hard for most graphs (including trees), we present results on the facet-defining inequalities for the case of paths. Potential applications include time series segmentation, e.g. word separation in speech recordings.