One primary research area is to investigate the role of symbolic knowledge in AI and especially natural language processing, including knowledge base construction/information extraction, knowledge-based neural-symbolic reasoning, and integrating structured knowledge into other AI problems such as robotics. Conversational AI is another major research area, including task-oriented dialogue systems, semantic parsing, and question answering. Also interested in interpretability, trustworthiness, and robustness/out-of-distribution generalization.

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