diff --git a/.circleci/assets/.safety-policy.yml b/.circleci/assets/.safety-policy.yml
index 99af37d..2e57950 100644
--- a/.circleci/assets/.safety-policy.yml
+++ b/.circleci/assets/.safety-policy.yml
@@ -28,4 +28,16 @@ security: # configuration for the `safety check` command
         74882:
             reason: Need this version to be compatible with Studio
             expires: '2025-11-30'
+        76769:
+            reason: Need this version to be compatible with Studio
+            expires: '2025-11-30'
+        76771:
+            reason: Need this version to be compatible with Studio
+            expires: '2025-11-30'
+        76262:
+            reason: Need this version to be compatible with Studio
+            expires: '2025-11-30'
+        77149:
+            reason: Need this version to be compatible with Studio
+            expires: '2025-11-30'
     continue-on-vulnerability-error: False
diff --git a/.gitignore b/.gitignore
index 3a2971e..5778502 100644
--- a/.gitignore
+++ b/.gitignore
@@ -141,3 +141,4 @@ docs/source/_autosummary
 
 # VS code
 .vscode
+*venv
diff --git a/Pipfile.lock b/Pipfile.lock
index d4bd375..d898b6c 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -29,16 +29,16 @@
                 "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34",
                 "sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991"
             ],
-            "markers": "python_version < '3.12'",
+            "markers": "python_version >= '3.8'",
             "version": "==1.2.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8",
-                "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"
+                "sha256:2e0c7ce7cb5d8f8634ca55d2ba7e6ec2689a2fd6537d8dec1296a477a4910057",
+                "sha256:d747aa5a8b9bbbb1bb8c22bb13e22bd1f18e9796defa16bab421f7f7a317323b"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2024.8.30"
+            "markers": "python_version >= '3.7'",
+            "version": "==2025.6.15"
         },
         "cffi": {
             "hashes": [
@@ -110,160 +110,157 @@
                 "sha256:f7f5baafcc48261359e14bcd6d9bff6d4b28d9103847c9e136694cb0501aef87",
                 "sha256:fc48c783f9c87e60831201f2cce7f3b2e4846bf4d8728eabe54d60700b318a0b"
             ],
-            "markers": "platform_python_implementation != 'PyPy'",
+            "markers": "python_version >= '3.8'",
             "version": "==1.17.1"
         },
         "charset-normalizer": {
             "hashes": [
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-                "sha256:07afec21bbbbf8a5cc3651aa96b980afe2526e7f048fdfb7f1014d84acc8b6d8",
-                "sha256:0b309d1747110feb25d7ed6b01afdec269c647d382c857ef4663bbe6ad95a912",
-                "sha256:0d99dd8ff461990f12d6e42c7347fd9ab2532fb70e9621ba520f9e8637161d7c",
-                "sha256:0de7b687289d3c1b3e8660d0741874abe7888100efe14bd0f9fd7141bcbda92b",
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@@ -282,11 +279,11 @@
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@@ -298,20 +295,20 @@
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@@ -324,27 +321,27 @@
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@@ -353,6 +350,14 @@
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@@ -374,7 +379,7 @@
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@@ -403,11 +408,11 @@
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@@ -443,32 +448,41 @@
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@@ -485,14 +499,6 @@
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@@ -526,11 +532,11 @@
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@@ -542,11 +548,11 @@
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@@ -566,35 +572,35 @@
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@@ -614,11 +620,41 @@
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@@ -630,35 +666,35 @@
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@@ -678,35 +714,35 @@
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@@ -847,130 +883,117 @@
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         "sambanova-generative-data-prep": {
             "path": "."
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@@ -1917,19 +1875,19 @@
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@@ -1970,10 +1928,11 @@
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@@ -2012,7 +1971,7 @@
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@@ -2117,11 +2098,11 @@
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@@ -2150,26 +2131,27 @@
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@@ -2373,7 +2345,7 @@
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@@ -2381,7 +2353,7 @@
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@@ -2403,11 +2375,11 @@
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@@ -2435,11 +2407,11 @@
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@@ -2566,19 +2538,19 @@
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@@ -2590,20 +2562,20 @@
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@@ -3272,11 +3257,11 @@
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@@ -3408,11 +3393,11 @@
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@@ -3432,19 +3417,19 @@
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@@ -3522,11 +3507,11 @@
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-                "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"
+                "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484",
+                "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==24.2"
+            "version": "==25.0"
         },
         "platformdirs": {
             "hashes": [
@@ -3555,12 +3540,12 @@
         },
         "pytest": {
             "hashes": [
-                "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181",
-                "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"
+                "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820",
+                "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==8.3.3"
+            "version": "==8.3.5"
         },
         "pytest-cov": {
             "hashes": [
@@ -3652,24 +3637,62 @@
                 "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
                 "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"
             ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'",
             "version": "==0.10.2"
         },
         "tomli": {
             "hashes": [
-                "sha256:3f646cae2aec94e17d04973e4249548320197cfabdf130015d023de4b74d8ab8",
-                "sha256:a5c57c3d1c56f5ccdf89f6523458f60ef716e210fc47c4cfb188c5ba473e0391"
+                "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6",
+                "sha256:02abe224de6ae62c19f090f68da4e27b10af2b93213d36cf44e6e1c5abd19fdd",
+                "sha256:286f0ca2ffeeb5b9bd4fcc8d6c330534323ec51b2f52da063b11c502da16f30c",
+                "sha256:2d0f2fdd22b02c6d81637a3c95f8cd77f995846af7414c5c4b8d0545afa1bc4b",
+                "sha256:33580bccab0338d00994d7f16f4c4ec25b776af3ffaac1ed74e0b3fc95e885a8",
+                "sha256:400e720fe168c0f8521520190686ef8ef033fb19fc493da09779e592861b78c6",
+                "sha256:40741994320b232529c802f8bc86da4e1aa9f413db394617b9a256ae0f9a7f77",
+                "sha256:465af0e0875402f1d226519c9904f37254b3045fc5084697cefb9bdde1ff99ff",
+                "sha256:4a8f6e44de52d5e6c657c9fe83b562f5f4256d8ebbfe4ff922c495620a7f6cea",
+                "sha256:4e340144ad7ae1533cb897d406382b4b6fede8890a03738ff1683af800d54192",
+                "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249",
+                "sha256:6972ca9c9cc9f0acaa56a8ca1ff51e7af152a9f87fb64623e31d5c83700080ee",
+                "sha256:7fc04e92e1d624a4a63c76474610238576942d6b8950a2d7f908a340494e67e4",
+                "sha256:889f80ef92701b9dbb224e49ec87c645ce5df3fa2cc548664eb8a25e03127a98",
+                "sha256:8d57ca8095a641b8237d5b079147646153d22552f1c637fd3ba7f4b0b29167a8",
+                "sha256:8dd28b3e155b80f4d54beb40a441d366adcfe740969820caf156c019fb5c7ec4",
+                "sha256:9316dc65bed1684c9a98ee68759ceaed29d229e985297003e494aa825ebb0281",
+                "sha256:a198f10c4d1b1375d7687bc25294306e551bf1abfa4eace6650070a5c1ae2744",
+                "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69",
+                "sha256:a92ef1a44547e894e2a17d24e7557a5e85a9e1d0048b0b5e7541f76c5032cb13",
+                "sha256:ac065718db92ca818f8d6141b5f66369833d4a80a9d74435a268c52bdfa73140",
+                "sha256:b82ebccc8c8a36f2094e969560a1b836758481f3dc360ce9a3277c65f374285e",
+                "sha256:c954d2250168d28797dd4e3ac5cf812a406cd5a92674ee4c8f123c889786aa8e",
+                "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc",
+                "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff",
+                "sha256:d3f5614314d758649ab2ab3a62d4f2004c825922f9e370b29416484086b264ec",
+                "sha256:d920f33822747519673ee656a4b6ac33e382eca9d331c87770faa3eef562aeb2",
+                "sha256:db2b95f9de79181805df90bedc5a5ab4c165e6ec3fe99f970d0e302f384ad222",
+                "sha256:e59e304978767a54663af13c07b3d1af22ddee3bb2fb0618ca1593e4f593a106",
+                "sha256:e85e99945e688e32d5a35c1ff38ed0b3f41f43fad8df0bdf79f72b2ba7bc5272",
+                "sha256:ece47d672db52ac607a3d9599a9d48dcb2f2f735c6c2d1f34130085bb12b112a",
+                "sha256:f4039b9cbc3048b2416cc57ab3bda989a6fcf9b36cf8937f01a6e731b64f80d7"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2.2.1"
+        },
+        "typing-extensions": {
+            "hashes": [
+                "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c",
+                "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"
             ],
-            "markers": "python_version < '3.11'",
-            "version": "==2.1.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==4.13.2"
         },
         "virtualenv": {
             "hashes": [
-                "sha256:142c6be10212543b32c6c45d3d3893dff89112cc588b7d0879ae5a1ec03a47ba",
-                "sha256:f11f1b8a29525562925f745563bfd48b189450f61fb34c4f9cc79dd5aa32a1f4"
+                "sha256:36efd0d9650ee985f0cad72065001e66d49a6f24eb44d98980f630686243cf11",
+                "sha256:e10c0a9d02835e592521be48b332b6caee6887f332c111aa79a09b9e79efc2af"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==20.27.1"
+            "version": "==20.31.2"
         }
     }
 }
diff --git a/generative_data_prep/__init__.py b/generative_data_prep/__init__.py
index a351f60..ceaf149 100644
--- a/generative_data_prep/__init__.py
+++ b/generative_data_prep/__init__.py
@@ -13,6 +13,6 @@
 limitations under the License.
 """
 
-from .__main__ import main
+from .__main__ import main, run_with_training_args
 
 __all__ = ["main", "run_with_training_args"]
diff --git a/pyproject.toml b/pyproject.toml
index 28a084f..0f12c81 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,7 @@ dependencies = [
     "psutil",
     "torch>=2.3",
     "tqdm",
-    "transformers==4.43.1",
+    "transformers>=4.43.1",
     "tabulate",
     "gitpython",
     "types-tabulate",