We present an architecture for crowdsourcing language resources from language learners and a prototype implementation of it as a vocabulary trainer. The vocabulary trainer relies on lexical resources from the ConceptNet semantic network to generate exercises while using the learners’ answers to improve the resources used for the exercise generation.