Abstract
A number of connectionist models capable of representing data with compositional structurehave recently appeared. These new models suggest the intriguing possibility of performingholistic structure-sensitive computations with distributed representations. Two possibleforms of holistic inference, transformational inference and confluent inference, are identifiedand compared. Transformational inference was successfully demonstrated in [Chalmers,1990]; however, since the pure transformational...