diff --git a/examples/llama7b_one_shot_quantization.md b/examples/llama7b_one_shot_quantization.md
index d3ee50e1aa..af64489706 100644
--- a/examples/llama7b_one_shot_quantization.md
+++ b/examples/llama7b_one_shot_quantization.md
@@ -23,7 +23,8 @@ from sparseml.modifiers.quantization.gptq import GPTQModifier
 
 gptq = GPTQModifier(
     targets="Linear",
-    scheme="W4A16"
+    scheme="W4A16",
+    ignore=["lm_head"],
 )
 ```
 
diff --git a/examples/llama7b_sparse_quantized/2:4_w4a16_group-128_recipe.yaml b/examples/llama7b_sparse_quantized/2:4_w4a16_group-128_recipe.yaml
index aeddebb8cb..6f35f51139 100644
--- a/examples/llama7b_sparse_quantized/2:4_w4a16_group-128_recipe.yaml
+++ b/examples/llama7b_sparse_quantized/2:4_w4a16_group-128_recipe.yaml
@@ -23,6 +23,7 @@ quantization_stage:
   run_type: oneshot
   quantization_modifiers:
     GPTQModifier:
+      ignore: [ "lm_head" ]
       sequential_update: false
       config_groups:
         group_0: