For instance, "spurs" can refer to two distinct sports teams (San Antonio Spurs, which is a basketball team in the US, and Tottenham Hotspur F.C., which is a soccer team in the UK), besides being a non-entity verb or noun.
retrieving tweets via keyword queries inevitably mixes different entities.