Before revision:  We evaluate our new AI-Interpret algorithm and employ it to translate information-acquisition policies discovered through metalevel reinforcement learning.
After revision:  We evaluate our new algorithm and employ it to translate information-acquisition policies discovered through metalevel reinforcement learning.