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This manual collects together refereed versions of 23 papers presented at the Seventh Neural Computation and Psychology Workshop (NCPW7). This workshop series brings together researchers from such diverse disciplines as artificial intelligence, cognitive science, computer science, neurobiology, philosophy and psychology to discuss their work on connectionist modelling in psychology. The articles have the main theme of the connectionist modelling of cognition and perception, and are organized into six sections, which address: cell assemblies, representation, memory, perception, vision and language. The work should be useful for researchers interested in neural models of psychological phenomena.