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This paper presents the RGCL team submission to SemEval 2020 Task 6:DeftEval, subtasks 1 and 2. The system classifies definitions at the sentenceand token levels. It utilises state-of-the-art neural network architectures,which have some task-specific adaptations, including an automatically extendedtraining set. Overall, the approach achieves acceptable evaluation scores,while maintaining flexibility in architecture selection.

RGCL at SemEval-2020 Task 6: Neural Approaches to Definition Extraction