We are pleased to announce the availability of the Lemur Toolkit for Language Modeling and Information Retrieval, version 1.0. The Lemur Toolkit is designed to help carry out research in such technologies as ad hoc and distributed retrieval, cross-language IR, summarization, filtering, and classification. The toolkit supports indexing of large-scale text databases, the construction of simple language models for documents, queries, or subcollections, and the implementation of retrieval systems based on language models as well as a variety of other retrieval models. The system is written in the C and C++ languages, and is designed as a research system to run under Unix operating systems, although it can also run under Windows. The toolkit is available from the Web site http://www.cs.cmu.edu/~lemur, which includes full documentation. We hope that the toolkit will prove to be of use to the research community. Questions, feedback and comments on the toolkit are welcome; please send us mail at lemur-project@cs.cmu.edu. Jamie Callan John Lafferty Thi Nhu Truong Chengxiang Zhai