TWTS: The case of "pleaded" v. "pled"

That's What They Say - A podcast by Anne Curzan, Rebecca Kruth

It's all so grammatically straight forward in the present tense if you plead innocent. Later on though, should you tell people you "pleaded" innocent or "pled" innocent?