diff --git a/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/granite.py b/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/granite.py
index a2be13a..d40b7e1 100644
--- a/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/granite.py
+++ b/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/granite.py
@@ -27,6 +27,7 @@
 from ..kernels.unsloth.cross_entropy_loss import FastCrossEntropyLoss
 from ..kernels.unsloth.rms_layernorm import fast_rms_layernorm
 from ..kernels.unsloth.rope_embedding import fast_rope_embedding
+from ..kernels.liger.fused_linear_cross_entropy_loss import lce_forward
 from .utils import KEY_MLP, KEY_O, KEY_QKV, build_lora_fused_ops, trigger_fused_ops
 
 
@@ -40,6 +41,7 @@ def get_mp_rules(base_type: str):
     try:
         # Third Party
         from transformers.models.granite.modeling_granite import (  # pylint: disable=import-outside-toplevel
+            GraniteForCausalLM,
             GraniteAttention,
             GraniteMLP,
             GraniteRMSNorm,
@@ -120,6 +122,11 @@ def get_mp_rules(base_type: str):
                 "transformers.models.granite.modeling_granite",
             ),
         ),
+        ModelPatcherRule(
+            rule_id="granite-fused-lce",
+            trigger=ModelPatcherTrigger(check=GraniteForCausalLM),
+            forward=lce_forward,
+        ),
         # TODO: have a generic version of this rule
         # - get the module name
         # - check if "apply_rotary_pos_emb" exists
diff --git a/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/llama.py b/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/llama.py
index 4226b6a..be66811 100644
--- a/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/llama.py
+++ b/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/llama.py
@@ -33,9 +33,8 @@
 from ..kernels.unsloth.cross_entropy_loss import FastCrossEntropyLoss
 from ..kernels.unsloth.rms_layernorm import fast_rms_layernorm
 from ..kernels.unsloth.rope_embedding import fast_rope_embedding
-from .utils import KEY_MLP, KEY_O, KEY_QKV, build_lora_fused_ops, trigger_fused_ops
-
 from ..kernels.liger.fused_linear_cross_entropy_loss import lce_forward
+from .utils import KEY_MLP, KEY_O, KEY_QKV, build_lora_fused_ops, trigger_fused_ops
 
 def get_mp_rules(base_type: str):
     """
diff --git a/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/mistral.py b/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/mistral.py
index 8e773a2..0ea886d 100644
--- a/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/mistral.py
+++ b/plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/mistral.py
@@ -23,6 +23,7 @@
     combine_triggers,
 )
 from transformers.models.mistral.modeling_mistral import (
+    MistralForCausalLM,
     MistralAttention,
     MistralMLP,
     MistralRMSNorm,
@@ -32,9 +33,9 @@
 from ..kernels.unsloth.cross_entropy_loss import FastCrossEntropyLoss
 from ..kernels.unsloth.rms_layernorm import fast_rms_layernorm
 from ..kernels.unsloth.rope_embedding import fast_rope_embedding
+from ..kernels.liger.fused_linear_cross_entropy_loss import lce_forward
 from .utils import KEY_MLP, KEY_O, KEY_QKV, build_lora_fused_ops, trigger_fused_ops
 
-
 def get_mp_rules(base_type):
     """
     Function to access all patch rules in this module.
@@ -110,6 +111,11 @@ def get_mp_rules(base_type):
                 "transformers.models.mistral.modeling_mistral",
             ),
         ),
+        ModelPatcherRule(
+            rule_id="mistral-fused-lce",
+            trigger=ModelPatcherTrigger(check=MistralForCausalLM),
+            forward=lce_forward,
+        ),
         ModelPatcherRule(
             rule_id="mistral-rope",
             import_and_maybe_reload=(