diff --git a/examples/research_projects/stack_llama/scripts/rl_training.py b/examples/research_projects/stack_llama/scripts/rl_training.py
index eee7952660..225d6b810a 100644
--- a/examples/research_projects/stack_llama/scripts/rl_training.py
+++ b/examples/research_projects/stack_llama/scripts/rl_training.py
@@ -32,7 +32,7 @@
 @dataclass
 class ScriptArguments:
     """
-    The name of the Casual LM model we wish to fine with PPO
+    The name of the Casual LM model we wish to fine-tune with PPO
     """
 
     # NOTE: gpt2 models use Conv1D instead of Linear layers which are not yet supported in 8 bit mode
diff --git a/examples/research_projects/toxicity/scripts/gpt-j-6b-toxicity.py b/examples/research_projects/toxicity/scripts/gpt-j-6b-toxicity.py
index a4fc18534b..83e89b2caf 100644
--- a/examples/research_projects/toxicity/scripts/gpt-j-6b-toxicity.py
+++ b/examples/research_projects/toxicity/scripts/gpt-j-6b-toxicity.py
@@ -59,7 +59,7 @@
 @dataclass
 class ScriptArguments:
     """
-    The name of the Casual LM model we wish to fine with PPO
+    The name of the Casual LM model we wish to fine-tune with PPO
     """
 
     # NOTE: gpt2 models use Conv1D instead of Linear layers which are not yet supported in 8 bit mode