diff --git a/docs/source/models/inception.rst b/docs/source/models/inception.rst
index 6ba42fc2385..72aa9724d41 100644
--- a/docs/source/models/inception.rst
+++ b/docs/source/models/inception.rst
@@ -3,8 +3,8 @@ Inception V3
 
 .. currentmodule:: torchvision.models
 
-The EfficientNet model is based on the `Rethinking the Inception Architecture for Computer Vision <https://arxiv.org/abs/1512.00567>`__
-paper.
+The InceptionV3 model is based on the `Rethinking the Inception Architecture for
+Computer Vision <https://arxiv.org/abs/1512.00567>`__ paper.
 
 
 Model builders
@@ -12,7 +12,7 @@ Model builders
 
 The following model builders can be used to instanciate an InceptionV3 model, with or
 without pre-trained weights. All the model builders internally rely on the
-``torchvision.models.efficientnet.Inception3`` base class. Please refer to the `source
+``torchvision.models.inception.Inception3`` base class. Please refer to the `source
 code <https://github.com/pytorch/vision/blob/main/torchvision/models/inception.py>`_ for
 more details about this class.