The shorttext package provides algorithms for short text mining and classification in Python. It addresses the sparseness problem in short texts by offering intermediate representations including topic modeling and pre-trained word embeddings. It supports both supervised and unsupervised learning approaches for text categorization tasks, and runs on Python 3.11-3.13.