The Dark Lord's Daughter by Patricia C. Wrede

A family group of a daughter (adopted), a son, and a widowed mother go to the state fair. And while they are there, they see people as characters from a TV show. Except one turns out to actually be a knight from another world, and all three of them are transported to another world.

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