the necessity of utilizing extensive background knowledge for solving commonsense problems and by demonstrating that borrowing results from cognitive science regarding human reasoning are helpful toward achieving this end. There is evidence that the meaning of symbols which appear in the logical description of a task can be used to navigate the vast searchable space that is given by the background knowledge. This integration of symbolic and non-symbolic statistical methods can be seen as a step toward combining logical deduction with machine learning techniques.