This research proposal deals with developing probabilistic inverse models for assessing the predictive accuracy of inelastic seismic numerical analyses. Numerical models for predicting the inelastic response of structures in seismic loading are biased by so-called epistemic uncertainties that arise from our lack of knowledge: modelling errors, poor comprehension of material constitutive behaviours ...