diff --git a/tensorflow_addons/layers/embedding_bag.py b/tensorflow_addons/layers/embedding_bag.py
index 046b51207a..de415d9081 100644
--- a/tensorflow_addons/layers/embedding_bag.py
+++ b/tensorflow_addons/layers/embedding_bag.py
@@ -147,7 +147,6 @@ def get_config(self):
                 self.embeddings_constraint
             ),
             "mask_zero": self.mask_zero,
-            "input_length": self.input_length,
             "combiner": self.combiner,
         }
         base_config = super(EmbeddingBag, self).get_config()