diff --git a/baselines/ppo1/README.md b/baselines/ppo1/README.md
index 70325b7..f45d141 100644
--- a/baselines/ppo1/README.md
+++ b/baselines/ppo1/README.md
@@ -2,6 +2,6 @@
 
 - Original paper: https://arxiv.org/abs/1707.06347
 - Baselines blog post: https://blog.openai.com/openai-baselines-ppo/
-- `mpirun -np 8 python -m baselines.ppo.run_atari` runs the algorithm for 40M frames = 10M timesteps on an Atari game. See help (`-h`) for more options.
-- `python -m baselines.ppo.run_mujoco` runs the algorithm for 1M frames on a Mujoco environment.
+- `mpirun -np 8 python -m baselines.ppo1.run_atari` runs the algorithm for 40M frames = 10M timesteps on an Atari game. See help (`-h`) for more options.
+- `python -m baselines.ppo1.run_mujoco` runs the algorithm for 1M frames on a Mujoco environment.
 
diff --git a/baselines/trpo_mpi/README.md b/baselines/trpo_mpi/README.md
index c7e379d..b3d9b9d 100644
--- a/baselines/trpo_mpi/README.md
+++ b/baselines/trpo_mpi/README.md
@@ -2,5 +2,5 @@
 
 - Original paper: https://arxiv.org/abs/1502.05477
 - Baselines blog post https://blog.openai.com/openai-baselines-ppo/
-- `mpirun -np 16 python -m baselines.ppo1.run_atari` runs the algorithm for 40M frames = 10M timesteps on an Atari game. See help (`-h`) for more options.
-- `python -m baselines.ppo1.run_mujoco` runs the algorithm for 1M timesteps on a Mujoco environment.
\ No newline at end of file
+- `mpirun -np 16 python -m baselines.trpo_mpi.run_atari` runs the algorithm for 40M frames = 10M timesteps on an Atari game. See help (`-h`) for more options.
+- `python -m baselines.trpo_mpi.run_mujoco` runs the algorithm for 1M timesteps on a Mujoco environment.