This is a collaboration with the Text-Mining group at the European Bioinformatics Institute (EBI) and MIMAS forming a work package in the Europe PMC project hosted and coordinated by the British Library. Europe PMC, as a whole, forms a UK-based version of the PubMed Central paper repository, in collaboration with the National Institutes of Health (NIH) in the United States. Europe PMC is funded by a consortium of key funding bodies from the biomedical research funders. Our contribution to this major project is in the application of text mining solutions to enhance information retrieval and knowledge discovery. As such this is an application of technology developed in other NaCTeM projects on a large scale and in a prominent resource for the Biomedicine community.