Simpson and Gurevych (2018) proposed to use an improved Gaussian process preference learning (Chu and Ghahramani, 2005) for learning to rank arguments in terms of convincingness from crowdsourced annotations.
such Bayesian methods can hardly scale and suffer from high computation time.