His primary areas of investigation include Artificial intelligence, Natural language processing, Information retrieval, Information extraction and Unified Medical Language System. In his works, Pierre Zweigenbaum undertakes multidisciplinary study on Artificial intelligence and Information system. His Natural language processing research focuses on Lexicon in particular.