diff --git a/src/operators/nn/functional/logsoftmax.cairo b/src/operators/nn/functional/logsoftmax.cairo
index 6d19cbb62..bd38d138c 100644
--- a/src/operators/nn/functional/logsoftmax.cairo
+++ b/src/operators/nn/functional/logsoftmax.cairo
@@ -2,6 +2,8 @@ use array::SpanTrait;
 
 use orion::numbers::NumberTrait;
 use orion::operators::tensor::core::{Tensor, TensorTrait};
+use orion::numbers::fixed_point::core::FixedTrait;
+use orion::operators::tensor::math::{exp::exp_upcast, arithmetic::div_downcast};
 
 /// Cf: NNTrait::logsoftmax docstring
 fn logsoftmax<
@@ -16,3 +18,29 @@ fn logsoftmax<
 
     return logsoftmax;
 }
+
+/// Cf: NNTrait::logsoftmax docstring
+fn logsoftmaxWide<
+    T,
+    TMAG,
+    W,
+    WMAG,
+    impl TTensor: TensorTrait<T>,
+    impl WTensor: TensorTrait<W>,
+    impl TDiv: Div<T>,
+    impl TIntoW: Into<T, W>,
+    impl WTryIntoT: TryInto<W, T>,
+    impl TCopy: Copy<T>,
+    impl TDrop: Drop<T>,
+    impl WCopy: Copy<W>,
+    impl WDrop: Drop<W>,
+    impl TFixed: FixedTrait<T, TMAG>,
+    impl WFixed: FixedTrait<W, WMAG>,
+>(
+    z: @Tensor<T>, axis: usize
+) -> Tensor<T> {
+    let exp_tensor: Tensor<W> = exp_upcast(*z);
+    let sum = exp_tensor.reduce_sum(axis, true);
+    let softmax = div_downcast(@exp_tensor, @sum);
+    softmax.log()
+}
\ No newline at end of file
diff --git a/src/operators/nn/implementations/nn_fp16x16.cairo b/src/operators/nn/implementations/nn_fp16x16.cairo
index b940d8742..de81cde6d 100644
--- a/src/operators/nn/implementations/nn_fp16x16.cairo
+++ b/src/operators/nn/implementations/nn_fp16x16.cairo
@@ -28,7 +28,7 @@ impl FP16x16NN of NNTrait<FP16x16> {
     }
 
     fn logsoftmax(tensor: @Tensor<FP16x16>, axis: usize) -> Tensor<FP16x16> {
-        functional::logsoftmax::logsoftmax(tensor, axis)
+        functional::logsoftmax::logsoftmaxWide::<FP16x16, u32, FP16x16W, u64>(tensor, axis)
     }
 
     fn softsign(tensor: @Tensor<FP16x16>) -> Tensor<FP16x16> {
diff --git a/src/operators/nn/implementations/nn_fp8x23.cairo b/src/operators/nn/implementations/nn_fp8x23.cairo
index 510f8cebd..d837b8fef 100644
--- a/src/operators/nn/implementations/nn_fp8x23.cairo
+++ b/src/operators/nn/implementations/nn_fp8x23.cairo
@@ -26,7 +26,7 @@ impl FP8x23NN of NNTrait<FP8x23> {
     }
 
     fn logsoftmax(tensor: @Tensor<FP8x23>, axis: usize) -> Tensor<FP8x23> {
-        functional::logsoftmax::logsoftmax(tensor, axis)
+        functional::logsoftmax::logsoftmaxWide::<FP8x23, u32, FP8x23W, u64>(tensor, axis)
     }
 
     fn softsign(tensor: @Tensor<FP8x23>) -> Tensor<FP8x23> {