diff --git a/changelog/13031.misc.md b/changelog/13031.misc.md
new file mode 100644
index 000000000000..9a6c1b307a41
--- /dev/null
+++ b/changelog/13031.misc.md
@@ -0,0 +1 @@
+Add upper limit constraint for scipy dependency version in `pyproject.toml`.
diff --git a/poetry.lock b/poetry.lock
index a99ed6046eab..58af70bada4b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -6956,4 +6956,4 @@ transformers = ["sentencepiece", "transformers"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8,<3.11"
-content-hash = "8e1bef6b78365110ec598219ee747edb505f82a76fd03bdcffcec7a299b39513"
+content-hash = "4c84d994449f859816e48dd00d77f31f6f9d964e29a9f6060300c51d923786e0"
diff --git a/pyproject.toml b/pyproject.toml
index 53c05df1c74e..7b983f4be729 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -194,7 +194,7 @@ version = ">=1.4.1,<1.7.3"
 python = "~=3.7.0"
 
 [[tool.poetry.dependencies.scipy]]
-version = ">=1.10.0"
+version = ">=1.10.0,<1.11.0"
 python = ">=3.8,<3.11"
 
 [[tool.poetry.dependencies.scikit-learn]]