She has previously held positions as assistant professor at the University of Groningen and the University of Copenhagen, and she did a postdoc at the University of Trento. Her research interests cover topics including learning under sample selection bias (domain adaptation, transfer learning), annotation bias and generally, semi-supervised and weakly-supervised learning (learning under limited supervision) for cross-domain and cross-lingual NLP.