diff --git a/SECURITY.md b/SECURITY.md
index 51ce2211a01caf416e58f4063275c8501e299bdd..599c6fe9c84f64fbf3bfb506d09b748fc3a7dab5 100644
--- a/SECURITY.md
+++ b/SECURITY.md
@@ -12,7 +12,7 @@ If you identify a vulnerability then please report the issue to the Arm Product
 
 Scripts within this project may download and patch third party sources.
 These third party sources are:
-* TensorFlow (commit: 'da8018a052b8bfbed60e3baf7b908a1017c97126')
+* TensorFlow (commit: '2272fa9f3573d54674c9fcfd1185943b6d11ebe5', tag: 'v2.20.0-rc0')
 * LLVM (commit: 'f8cb7987c64dcffb72414a40560055cb717dbf74')
 * pybind11 2.13.4
 * rules_shell 0.4.1
diff --git a/WORKSPACE b/WORKSPACE
index ab65eac91c4e0c01b1e3912d538832ebe767386e..8d8df37e5f5e2b49691d2c783f4f91d4eb46fa14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ load("//patches:patches_list.bzl", "tensorflow_patch_list", "llvm_patch_list")
 
 # Updating the commit of TF may require alignement between this WORKSPACE and the upstream TF one
 # along with LLVM_COMMIT and RULES_SHELL_VERSION used in upstream TF
-TENSORFLOW_COMMIT = "da8018a052b8bfbed60e3baf7b908a1017c97126"
-TENSORFLOW_SHA256 = "5f5f8f1c532c50998566a2e7f9d43d977b8a6541a08ced038f1dac6807fd5e17"
+TENSORFLOW_COMMIT = "2272fa9f3573d54674c9fcfd1185943b6d11ebe5" # v2.20.0-rc0
+TENSORFLOW_SHA256 = "4a87fbdf6c8ed6e6749d451fc09acfe418ecb4f3b9c9a753e9df780c920cc76a"
 
 LLVM_COMMIT = "f8cb7987c64dcffb72414a40560055cb717dbf74"
 LLVM_SHA256 = "2fb69c816106c22518a9b677d5daa7fed900187a84ad0be26453f5763ee88424"