In classical Chinese
江 by itself meant the Yangtze (and
河 meant the Yellow River).
大江 therefore almost always refers poetically to the Yangtze - as in Su Shi's
《念奴娇·赤壁怀古》 opening line
大江东去 ('The great river flows east'), one of the most quoted lines in Song poetry.