diff --git a/src/refiners/foundationals/segment_anything/model.py b/src/refiners/foundationals/segment_anything/model.py
index ea4b44a2c..286d291f0 100644
--- a/src/refiners/foundationals/segment_anything/model.py
+++ b/src/refiners/foundationals/segment_anything/model.py
@@ -80,7 +80,7 @@ def mask_decoder(self) -> MaskDecoder:
 
     @no_grad()
     def compute_image_embedding(self, image: Image.Image) -> ImageEmbedding:
-        """Compute the emmbedding of an image.
+        """Compute the embedding of an image.
 
         Args:
             image: The image to compute the embedding of.
diff --git a/src/refiners/foundationals/swin/swin_transformer.py b/src/refiners/foundationals/swin/swin_transformer.py
index 488819e93..b1aedc8f8 100644
--- a/src/refiners/foundationals/swin/swin_transformer.py
+++ b/src/refiners/foundationals/swin/swin_transformer.py
@@ -205,7 +205,7 @@ def forward(self, x: Tensor):
 
 class WindowAttention(fl.Chain):
     """
-    Window-based Multi-head Self-Attenion (W-MSA), optionally shifted (SW-MSA).
+    Window-based Multi-head Self-Attention (W-MSA), optionally shifted (SW-MSA).
 
     It has a trainable relative position bias (RelativePositionBias).