WASHINGTON—Lawmakers in the House plan to introduce a bill Thursday that would end the federal prohibition of marijuana.

The bill, designed to limit the federal government's role in enforcing marijuana laws, would "end federal marijuana prohibition" and allow states to legalize, regulate and tax the drug, according to a press release from advocacy groups that was confirmed by Rep. Barney Frank's (D., Mass.) office Wednesday.

Mr....