diff --git a/src/refiners/fluxion/layers/__init__.py b/src/refiners/fluxion/layers/__init__.py
index 00ab130..610f5d4 100644
--- a/src/refiners/fluxion/layers/__init__.py
+++ b/src/refiners/fluxion/layers/__init__.py
@@ -1,8 +1,8 @@
 from refiners.fluxion.layers.activations import (
     GLU,
     Activation,
-    ApproximateGeLU,
     GeLU,
+    GeLUApproximation,
     ReLU,
     Sigmoid,
     SiLU,
@@ -64,10 +64,10 @@ __all__ = [
     "InstanceNorm2d",
     "Activation",
     "GeLU",
+    "GeLUApproximation",
     "GLU",
     "SiLU",
     "ReLU",
-    "ApproximateGeLU",
     "Sigmoid",
     "Attention",
     "ScaledDotProductAttention",
diff --git a/src/refiners/fluxion/layers/activations.py b/src/refiners/fluxion/layers/activations.py
index 2bb3ab5..786f644 100644
--- a/src/refiners/fluxion/layers/activations.py
+++ b/src/refiners/fluxion/layers/activations.py
@@ -97,24 +97,21 @@ class GeLU(Activation):
         ```
     """
 
-    def __init__(self) -> None:
+    def __init__(
+        self,
+        approximation: GeLUApproximation = GeLUApproximation.NONE,
+    ) -> None:
         super().__init__()
+        self.approximation = approximation
 
     def forward(self, x: Tensor) -> Tensor:
-        return gelu(x)  # type: ignore
-
-
-class ApproximateGeLU(Activation):
-    """
-    The approximate form of Gaussian Error Linear Unit (GELU)
-    For more details, see section 2: https://arxiv.org/abs/1606.08415
-    """
-
-    def __init__(self) -> None:
-        super().__init__()
-
-    def forward(self, x: Tensor) -> Tensor:
-        return x * sigmoid(1.702 * x)
+        match self.approximation:
+            case GeLUApproximation.NONE:
+                return gelu(x, approximate="none")
+            case GeLUApproximation.TANH:
+                return gelu(x, approximate="tanh")
+            case GeLUApproximation.SIGMOID:
+                return x * sigmoid(1.702 * x)
 
 
 class Sigmoid(Activation):
diff --git a/src/refiners/foundationals/clip/text_encoder.py b/src/refiners/foundationals/clip/text_encoder.py
index 85d10fa..c48a7c0 100644
--- a/src/refiners/foundationals/clip/text_encoder.py
+++ b/src/refiners/foundationals/clip/text_encoder.py
@@ -146,7 +146,10 @@ class CLIPTextEncoder(fl.Chain):
         )
         if use_quick_gelu:
             for gelu, parent in self.walk(predicate=lambda m, _: isinstance(m, fl.GeLU)):
-                parent.replace(old_module=gelu, new_module=fl.ApproximateGeLU())
+                parent.replace(
+                    old_module=gelu,
+                    new_module=fl.GeLU(approximation=fl.GeLUApproximation.SIGMOID),
+                )
 
 
 class CLIPTextEncoderL(CLIPTextEncoder):