diff --git a/reference_algorithms/target_setting_algorithms/README.md b/reference_algorithms/target_setting_algorithms/README.md
index 117bbed3c..822907ba3 100644
--- a/reference_algorithms/target_setting_algorithms/README.md
+++ b/reference_algorithms/target_setting_algorithms/README.md
@@ -113,7 +113,7 @@ python3 submission_runner.py \
     --experiment_dir=$ROOT_DIR \
     --experiment_name=target_setting \
     --workload=librispeech_conformer \
-    --submission_path=reference_algorithms/target_setting_algorithms/jax_nadamw.py \
+    --submission_path=reference_algorithms/target_setting_algorithms/jax_adamw.py \
     --tuning_search_space=reference_algorithms/target_setting_algorithms/librispeech_conformer/tuning_search_space.json
 ```
 ```bash
@@ -123,7 +123,7 @@ torchrun --redirects 1:0,2:0,3:0,4:0,5:0,6:0,7:0 --standalone --nnodes=1 --nproc
     --experiment_dir=$ROOT_DIR \
     --experiment_name=target_setting \
     --workload=librispeech_conformer \
-    --submission_path=reference_algorithms/target_setting_algorithms/pytorch_nadamw.py \
+    --submission_path=reference_algorithms/target_setting_algorithms/pytorch_adamw.py \
     --tuning_search_space=reference_algorithms/target_setting_algorithms/librispeech_conformer/tuning_search_space.json
 ```