She has more than 10 years of experience in the software industry. Her interest and focus over the last few years of her career have been in the NLP field, specifically using speech recognition in multimodal systems and language understanding for various types of applications and domains. At AI2 she is motivated by the hard problems of information extraction and knowledge representation.