diff --git a/poetry.lock b/poetry.lock
index 5d62d2a0..015de942 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "anyascii"
@@ -1347,7 +1347,7 @@ description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine != \"aarch64\""
+markers = "platform_system == \"Linux\""
 files = [
     {file = "nvidia_nccl_cu12-2.29.7-py3-none-manylinux_2_18_aarch64.whl", hash = "sha256:0cf032ee22b560447daf0456108a75e32bd74a4de6c6b64725637a359fa48cd8"},
     {file = "nvidia_nccl_cu12-2.29.7-py3-none-manylinux_2_18_x86_64.whl", hash = "sha256:ecd0a012051abc20c1aa87328841efa8cade3ced65803046e38c2f03c0891fea"},
@@ -2583,36 +2583,33 @@ tooling-extras = ["pyaml (>=23.7.0)", "pypandoc-binary (>=1.11)", "pytest (>=7.4
 
 [[package]]
 name = "xgboost"
-version = "2.1.4"
+version = "3.2.0"
 description = "XGBoost Python Package"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "xgboost-2.1.4-py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.macosx_12_0_x86_64.whl", hash = "sha256:78d88da184562deff25c820d943420342014dd55e0f4c017cc4563c2148df5ee"},
-    {file = "xgboost-2.1.4-py3-none-macosx_12_0_arm64.whl", hash = "sha256:523db01d4e74b05c61a985028bde88a4dd380eadc97209310621996d7d5d14a7"},
-    {file = "xgboost-2.1.4-py3-none-manylinux2014_aarch64.whl", hash = "sha256:57c7e98111aceef4b689d7d2ce738564a1f7fe44237136837a47847b8b33bade"},
-    {file = "xgboost-2.1.4-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f1343a512e634822eab30d300bfc00bf777dc869d881cc74854b42173cfcdb14"},
-    {file = "xgboost-2.1.4-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:d366097d0db047315736f46af852feaa907f6d7371716af741cdce488ae36d20"},
-    {file = "xgboost-2.1.4-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:8df6da72963969ab2bf49a520c3e147b1e15cbeddd3aa0e3e039b3532c739339"},
-    {file = "xgboost-2.1.4-py3-none-win_amd64.whl", hash = "sha256:8bbfe4fedc151b83a52edbf0de945fd94358b09a81998f2945ad330fd5f20cd6"},
-    {file = "xgboost-2.1.4.tar.gz", hash = "sha256:ab84c4bbedd7fae1a26f61e9dd7897421d5b08454b51c6eb072abc1d346d08d7"},
+    {file = "xgboost-3.2.0-py3-none-macosx_10_15_x86_64.whl", hash = "sha256:2f661966d3e322536d9c448090a870fcba1e32ee5760c10b7c46bac7a342079a"},
+    {file = "xgboost-3.2.0-py3-none-macosx_12_0_arm64.whl", hash = "sha256:eabbd40d474b8dbf6cb3536325f9150b9e6f0db32d18de9914fb3227d0bef5b7"},
+    {file = "xgboost-3.2.0-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:852eabc6d3b3702a59bf78dbfdcd1cb9c4d3a3b6e5ed1f8781d8b9512354fdd2"},
+    {file = "xgboost-3.2.0-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:99b4a6bbcb47212fec5cf5fbe12347215f073c08967431b0122cfbd1ee70312c"},
+    {file = "xgboost-3.2.0-py3-none-win_amd64.whl", hash = "sha256:0d169736fd836fc13646c7ab787167b3a8110351c2c6bc770c755ee1618f0442"},
+    {file = "xgboost-3.2.0.tar.gz", hash = "sha256:99b0e9a2a64896cdaf509c5e46372d336c692406646d20f2af505003c0c5d70d"},
 ]
 
 [package.dependencies]
 numpy = "*"
-nvidia-nccl-cu12 = {version = "*", markers = "platform_system == \"Linux\" and platform_machine != \"aarch64\""}
+nvidia-nccl-cu12 = {version = "*", markers = "platform_system == \"Linux\""}
 scipy = "*"
 
 [package.extras]
 dask = ["dask", "distributed", "pandas"]
-datatable = ["datatable"]
 pandas = ["pandas (>=1.2)"]
 plotting = ["graphviz", "matplotlib"]
-pyspark = ["cloudpickle", "pyspark", "scikit-learn"]
+pyspark = ["cloudpickle", "pyspark (>=3.4)", "scikit-learn"]
 scikit-learn = ["scikit-learn"]
 
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<3.13"
-content-hash = "55ed40695a5442715f1e3379fc3920e570cc0a1de6a95fdbe9aa8e160a4c46e3"
+content-hash = "f8184100a1269034114a78b70bf0c8042a05d1c117a26a32b6e9e5d38b47c857"
diff --git a/pyproject.toml b/pyproject.toml
index 2cdb168c..76caf58a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,7 +29,7 @@ homepage = "https://github.com/KnowledgeCaptureAndDiscovery/somef"
     rdflib = ">7.0.0"
     textblob = "^0.17.1"
     validators = "^0.22.0"
-    xgboost = "^2.0.3"
+    xgboost = ">=2.0.3,<4.0.0"
     scipy = "^1.11.4"
     inflect = "^7.0.0"
     contractions = "^0.1.73"