"They read the newspaper."
Translation:Sie lesen die Zeitung.
Usually, nouns ending on -ung are feminine in German. Why? Just arbitrary idiosyncrasies of the German language.
Because "Zeitung" is a feminine noun taking the definite article "die" in the nominative and accusative singular. Of course all nouns, regardless of gender, take "die" in the nominative plural.