Previous SAMPL challenges have looked at the prediction of solvation free energies , guest-host and protein-ligand binding affinities , pK a , distribution coefficients , and partition coefficients . These challenges have helped uncover sources of error, pinpoint the reasons various methods performed poorly or well and their strengths and weaknesses, and facilitate dissemination of lessons learned after each challenge ends, ultimately leading to improved methods and algorithms.