Annotated Data and Uncertain Databases Todd J. Green University of Pennsylvania ABSTRACT In this talk, I will discuss semiring-annotated relations and show how they can be used fruitfully as a unifying formalism for various kinds of ``uncertain'' databases, including incomplete databases, probabilistic databases, fuzzy databases, 4-valued logic databases, and data integration systems with probabilistic mappings. I will discuss an extension to semiring-annotated XML and show two novel applications in that context, incomplete XML and XML with access control annotations. I will illustrate how some of these concepts are being put into practice in Orchestra, a collaborative data sharing system under development at Penn. Finally, I will discuss query optimization for databases with semiring annotations, and present a number of positive decidability results for query containment and equivalence.