 Java implementations of multi-label algorithms are available in the Mulan and Meka software packages, both based on Weka.The scikit-learn Python package implements some multi-labels algorithms and metrics.The binary relevance method, classifier chains and other multilabel algorithms with a lot of different base learners are implemented in the R-package mlr

A list of commonly used multi-label data-sets is available at the Mulan website.