diff --git a/library_generation/test/resources/goldens/pr_description-golden.txt b/library_generation/test/resources/goldens/pr_description-golden.txt
index d4db06a6ad..1a0f874936 100644
--- a/library_generation/test/resources/goldens/pr_description-golden.txt
+++ b/library_generation/test/resources/goldens/pr_description-golden.txt
@@ -2,10 +2,10 @@ This pull request is generated with proto changes between [googleapis/googleapis
 
 BEGIN_COMMIT_OVERRIDE
 BEGIN_NESTED_COMMIT
-chore: update repo-level parameter gapic_generator_version to 1.2.3
+fix(deps): update the Java code generator (gapic-generator-java) to 1.2.3
 END_NESTED_COMMIT
 BEGIN_NESTED_COMMIT
-chore: update repo-level parameter libraries_bom_version to 2.3.4
+chore: update the libraries_bom version to 2.3.4
 END_NESTED_COMMIT
 BEGIN_NESTED_COMMIT
 feat: Make Layout Parser generally available in V1
diff --git a/library_generation/test/utils/commit_message_formatter_unit_tests.py b/library_generation/test/utils/commit_message_formatter_unit_tests.py
index 72d7d9fc94..16e3fffdfc 100644
--- a/library_generation/test/utils/commit_message_formatter_unit_tests.py
+++ b/library_generation/test/utils/commit_message_formatter_unit_tests.py
@@ -186,10 +186,10 @@ def test_format_repo_level_change_success(self):
         self.assertEqual(
             [
                 "BEGIN_NESTED_COMMIT",
-                "chore: update repo-level parameter gapic_generator_version to 1.2.3",
+                "fix(deps): update the Java code generator (gapic-generator-java) to 1.2.3",
                 "END_NESTED_COMMIT",
                 "BEGIN_NESTED_COMMIT",
-                "chore: update repo-level parameter libraries_bom_version to 2.3.4",
+                "chore: update the libraries_bom version to 2.3.4",
                 "END_NESTED_COMMIT",
                 "BEGIN_NESTED_COMMIT",
                 "chore: update repo-level parameter protoc_version to 3.4.5",
diff --git a/library_generation/utils/commit_message_formatter.py b/library_generation/utils/commit_message_formatter.py
index 3bde927443..5b75db51a0 100644
--- a/library_generation/utils/commit_message_formatter.py
+++ b/library_generation/utils/commit_message_formatter.py
@@ -15,6 +15,15 @@
 from git import Commit
 
 from library_generation.model.config_change import ConfigChange, ChangeType
+from library_generation.model.generation_config import (
+    GAPIC_GENERATOR_VERSION,
+    LIBRARIES_BOM_VERSION,
+)
+
+PARAM_TO_COMMIT_MESSAGE = {
+    GAPIC_GENERATOR_VERSION: "fix(deps): update the Java code generator (gapic-generator-java) to",
+    LIBRARIES_BOM_VERSION: "chore: update the libraries_bom version to",
+}
 
 
 def format_commit_message(commits: dict[Commit, str], is_monorepo: bool) -> list[str]:
@@ -62,14 +71,10 @@ def format_repo_level_change(config_change: ConfigChange) -> list[str]:
     for repo_level_change in config_change.change_to_libraries.get(
         ChangeType.REPO_LEVEL_CHANGE, []
     ):
-        messages.extend(
-            __wrap_nested_commit(
-                [
-                    f"chore: update repo-level parameter {repo_level_change.changed_param} to "
-                    f"{repo_level_change.current_value}"
-                ]
-            )
-        )
+        message = f"chore: update repo-level parameter {repo_level_change.changed_param} to {repo_level_change.current_value}"
+        if repo_level_change.changed_param in PARAM_TO_COMMIT_MESSAGE:
+            message = f"{PARAM_TO_COMMIT_MESSAGE.get(repo_level_change.changed_param)} {repo_level_change.current_value}"
+        messages.extend(__wrap_nested_commit([message]))
     return messages