This repository implements sentence-level relation extraction using distant supervision, as described in the CoType WWW'17 paper. It uses knowledge bases like Freebase and DBpedia to heuristically label entity pairs in text, then trains ML models to identify relation types from sentence context. The pipeline includes entity detection via Stanford NER, entity linking to knowledge bases, and alignment of KB facts to sentences for training data generation.