Here, man is introduced into the discourse context by an indefinite article, then subsequently referred to by a definite article.
the LogReg model already achieves high performance on named entities, and it is conceivable that with a larger amount of training data, it can approach the performance of the LStM models, because it will see more conventions about named entities or classes of named entities.