Discusses use of two central forms of argument, analogy and inference to the best explanation, in teaching college science. It is argued that science makes sense if the underlying reasoning makes sense, and this must be explicitly addressed in instruction. Therefore, forms of argument that link evidence to hypotheses or theories, and criteria for evaluating arguments, must be taught. (Author/MSE)