Title: Conversational Speech and Language Technologies for Structured Document Generation Speaker: Juergen Fritsch Multimodal Technologies, Inc. Abstract: I will present Multimodal Technologies' AnyModal CDS, a clinical documentation system for generating structured and encoded medical reports from speech. Set up as a back-end service, the system is completely transparent to dictating physicians and does not require active enrollment or changes in dictation behavior, while producing complete and accurate documents. Instead of producing flat literal transcripts, AnyModal CDS recognizes and interprets the meaning and intent behind dictated speech, producing rich structured documents with semantically annotated content. In the talk, I will discuss some of the enabling speech and language technologies, focusing on (1) continuous, semi-supervised adaptation of speech recognition models based on non-literal transcripts, and (2) modeling and identification of structure and relevant concepts in spoken documents based on combinations of statistical and finite state grammars with semantic annotations.