diff --git a/examples/tensorflow/_tests_requirements.txt b/examples/tensorflow/_tests_requirements.txt
index 837ce6d0d16..4548479bcc9 100644
--- a/examples/tensorflow/_tests_requirements.txt
+++ b/examples/tensorflow/_tests_requirements.txt
@@ -1,4 +1,4 @@
-tensorflow<2.11
+tensorflow<2.12
 tensorboard
 scikit-learn
 seqeval
diff --git a/setup.py b/setup.py
index 669c8d959ca..803535ab53d 100644
--- a/setup.py
+++ b/setup.py
@@ -164,9 +164,10 @@ _deps = [
     "starlette",
     "sudachipy>=0.6.6",
     "sudachidict_core>=20220729",
+    # TensorFlow pin. When changing this value, update examples/tensorflow/_tests_requirements.txt accordingly
     "tensorflow-cpu>=2.4,<2.12",
     "tensorflow>=2.4,<2.12",
-    "tensorflow-text",
+    "tensorflow-text<2.12",
     "tf2onnx",
     "timeout-decorator",
     "timm",
diff --git a/src/transformers/dependency_versions_table.py b/src/transformers/dependency_versions_table.py
index 7c596c26683..1fbddb013fb 100644
--- a/src/transformers/dependency_versions_table.py
+++ b/src/transformers/dependency_versions_table.py
@@ -72,7 +72,7 @@ deps = {
     "sudachidict_core": "sudachidict_core>=20220729",
     "tensorflow-cpu": "tensorflow-cpu>=2.4,<2.12",
     "tensorflow": "tensorflow>=2.4,<2.12",
-    "tensorflow-text": "tensorflow-text",
+    "tensorflow-text": "tensorflow-text<2.12",
     "tf2onnx": "tf2onnx",
     "timeout-decorator": "timeout-decorator",
     "timm": "timm",