Berkeley NLP professor whose lab trained a generation of researchers now leading industry teams. Co-founded Semantic Machines (acquired by Microsoft in 2018), bringing conversational AI into Microsoft's assistant stack. Known for unsupervised parsing and structured prediction work that predates the transformer era.