2nd Workshop on Natural Language for Artificial Intelligence NL4AI 2018 is a research plays a relevant role in current AI, as target of different scientific and industrial interests. Natural Language is at the crossroad of Learning, Knowledge Representation and Cognitive Modeling. Several recent AI achievements have repeatedly shown their beneficial impact on complex inference tasks, with huge application perspectives in linguistic modelling, processing and inferences.