Billy Kilmer has the most rushing touchdowns by a rookie quarterback in a game, with 4 touchdowns against the Vikings on October 15, 1961.

most rushing touchdowns by a rookie quarterback in a game
Interpreted as:
most rushing touchdowns by a rookie quarterback in a regular-season game

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