diff --git a/server/text_generation_server/models/custom_modeling/mpt_modeling.py b/server/text_generation_server/models/custom_modeling/mpt_modeling.py
index e60571168..5ccf796df 100644
--- a/server/text_generation_server/models/custom_modeling/mpt_modeling.py
+++ b/server/text_generation_server/models/custom_modeling/mpt_modeling.py
@@ -297,7 +297,7 @@ def triton_flash_attn_fn(
 class MultiheadAttention(nn.Module):
     """Multi-head self attention.
 
-    Using torch or triton attention implemetation enables user to also use
+    Using torch or triton attention implementation enables user to also use
     additive bias.
     """
 
@@ -386,7 +386,7 @@ class MultiheadAttention(nn.Module):
 class MultiQueryAttention(nn.Module):
     """Multi-Query self attention.
 
-    Using torch or triton attention implemetation enables user to also use
+    Using torch or triton attention implementation enables user to also use
     additive bias.
     """