Before revision:  We describe the maximum entropy problem and give an overview of the algorithms that are implemented as part of ConIII URL including Monte Carlo histogram, pseudolikelihood, minimum probability flow, a regularized mean field method, and a cluster expansion method . We briefly explain how one should approach and validate maxent models from the perspective of model selection .
After revision:  We describe the maximum entropy problem and give an overview of the algorithms that are implemented as part of ConIII URL including Monte Carlo histogram, pseudolikelihood, minimum probability flow, a regularized mean field method, and a cluster expansion method .