Best path Length On a Semantic Self-Organizing Map (BLOSSOM) is an experimental, unsupervised text-clustering technique with applications in computational linguistics and data mining. This project involves the development and refinement of BLOSSOM as a Measure of Semantic Relatedness and the exploration of its benefits.