1. Soak tapioca pearls in 2 cups water for about 1 hour. Drain.
2. In a medium sized saucepan, combine tapioca, milk, and sugar. Stir the mixture over medium heat for about 20 minutes until thickened to pudding-like consistency.
3. Add vanilla and stir. Allow to cool, then chill and serve cold.