We compared the proposed model (DSSM Ranking) to two state-of-the-art approaches to ranking in lexical simplification that exploit supervised machine learning-based methods. The first baseline is the Neural Substitution Ranking (NSR) approach described in <cite>(Paetzold and Specia, 2017)</cite> , which employs a multi-layer perceptron neural network.