That's not a tautology. That's the summary of the argument itself. If you want to know more, then a good reason why it can't be reasoning is that there is no evaluation of the truth value of any statement at any point, only the likelihood of the statement being found in the training set. This evaluation has no relationship with truth.
If no statement is ever evaluated, it's not logical reasoning, because logical reasoning requires the evaluation of truth values of statements.