This special issue of Language Resources and Evaluation includes papers selected from among those presented at LREC on May 25–27, 2016 in Potorož, Slovenia. The selected papers were recommended by LREC Scientific Committee members during the reviewing process and have been expanded and elaborated for inclusion in the special issue as full-length journal articles.