diff --git a/megatron/core/distributed/fsdp/mcore_fsdp_adapter.py b/megatron/core/distributed/fsdp/mcore_fsdp_adapter.py
index a852ef226b4..2b02b1a9f57 100644
--- a/megatron/core/distributed/fsdp/mcore_fsdp_adapter.py
+++ b/megatron/core/distributed/fsdp/mcore_fsdp_adapter.py
@@ -68,6 +68,7 @@ class FullyShardedDataParallel(_BaseDataParallel):
     _MODULE_TYPE_REGISTRY: Dict[str, set] = {
         "column": {
             "ColumnParallelLinear",
+            "LinearCrossEntropyModule",
             "TEColumnParallelLinear",
             "TELayerNormColumnParallelLinear",
             "TEColumnParallelGroupedLinear",