In this talk, we mainly deal with the convergence rate of diffusions with "soft" reflection. In particular, we derive the convergence rate of gaps in semi-discrete polymer (O'Connell-Yor) as a corollary. In the first part, we review known results regarding classical reflected Brownian motion, diffusions and some solvable stationary distribution. Then we introduce Meyn-Tweedie's strategy to...