We propose a socio-semantic approach for building conversations from social interactions following three steps: (i) content linkage, (ii) participants (users) linkage, and (iii) temporal linkage. Preliminary evaluations on a Twitter dataset show promising and interesting results. Copyright is held by the author/owner(s).