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Senior Manager, A9.com/Amazon: Semantic Search & NLP, Search Technologies. Principal Dev Manager, Bing, Microsoft: Local Search, Hierarchical Entity Categorization, Ontology Inference. Senior Director, Web Intelligence, J.D.Power and Associates/McGraw-Hill: Web Intelligence: Sentiment Analysis, Hierarchical Topic Analysis. Chief Scientist, Umbria, Inc: Opinion mining, Clustering. RSM, T.J. Watson Research Center, IBM.: Multilingual Text Analytics, Dialog systems. Research Fellow, Uni of Sussex: Robust Parsing, Finite State Technologies. Visiting Researcher, IMS, Stuttgart, Germany. Visiting Researcher, LIMSI, CNRS, Paris, France. PhD, Univ of Edinburgh, UK. Natural Language Generatio