This volume brings together revised versions of a selection of papers presented at the Second International Conference on 'Recent Advances in Natural Language Processing' (RANLP'05) held in Borovets, Bulgaria, 21-23 September 2005. The aim of the conference was to give researchers the opportunity to present new results in Natural Language Processing (NLP) based on modern theories and methodologies.