Collects together peer reviewed versions of the papers presented at the Ninth Neural Computation and Psychology Workshop (NCPW9), held in 2004 at the University of Plymouth (England). The chapters cover the breadth of research in neural computation and psychology, with numerous papers that focus on language modeling.