diff --git a/setup.py b/setup.py
index 22bd308ae9c3c..a1ae7d732c9a8 100644
--- a/setup.py
+++ b/setup.py
@@ -149,7 +149,7 @@
     "tf2onnx",
     "timeout-decorator",
     "timm",
-    "tokenizers>=0.10.1",
+    "tokenizers>=0.10.1,!=0.11.3",
     "torch>=1.0",
     "torchaudio",
     "pyctcdecode>=0.2.0",
diff --git a/src/transformers/dependency_versions_table.py b/src/transformers/dependency_versions_table.py
index 28662db09e13d..c2397ed519873 100644
--- a/src/transformers/dependency_versions_table.py
+++ b/src/transformers/dependency_versions_table.py
@@ -59,7 +59,7 @@
     "tf2onnx": "tf2onnx",
     "timeout-decorator": "timeout-decorator",
     "timm": "timm",
-    "tokenizers": "tokenizers>=0.10.1",
+    "tokenizers": "tokenizers>=0.10.1,!=0.11.3",
     "torch": "torch>=1.0",
     "torchaudio": "torchaudio",
     "pyctcdecode": "pyctcdecode>=0.2.0",