This paper describes recent research carried out in the context of the FP6 Integrated Project CHIL in developing a system to automatically transcribe lectures and seminars. We made use of widely available corpora to train both the acoustic and language models, since only a small amount of CHIL data were available for system development. For acoustic model training made use of the transcribed po...