diff --git a/recipes/zephyr-7b-beta/README.md b/recipes/zephyr-7b-beta/README.md
index 3960ba5..8a47401 100644
--- a/recipes/zephyr-7b-beta/README.md
+++ b/recipes/zephyr-7b-beta/README.md
@@ -15,14 +15,14 @@ See below for commands to train these models using either DeepSpeed ZeRO-3 or Lo
 ACCELERATE_LOG_LEVEL=info accelerate launch --config_file recipes/accelerate_configs/deepspeed_zero3.yaml scripts/run_sft.py recipes/zephyr-7b-beta/sft/config_full.yaml
 
 # Step 2 - DPO
-ACCELERATE_LOG_LEVEL=info accelerate launch --config_file recipes/accelerate_configs/deepspeed_zero3.yaml scripts/run_dpo.py recipes/zephyr-7b-beta/beta/beta/beta/dpo/config_full.yaml
+ACCELERATE_LOG_LEVEL=info accelerate launch --config_file recipes/accelerate_configs/deepspeed_zero3.yaml scripts/run_dpo.py recipes/zephyr-7b-beta/dpo/config_full.yaml
 ```
 
 ## LoRA training examples
 
 ```shell
 # Step 1 - SFT
-ACCELERATE_LOG_LEVEL=info accelerate launch --config_file recipes/accelerate_configs/multi_gpu.yaml --num_processes=1 scripts/run_sft.py recipes/zephyr-7b-beta/beta/sft/config_lora.yaml
+ACCELERATE_LOG_LEVEL=info accelerate launch --config_file recipes/accelerate_configs/multi_gpu.yaml --num_processes=1 scripts/run_sft.py recipes/zephyr-7b-beta/sft/config_lora.yaml
 
 # Step 2 - DPO
 ACCELERATE_LOG_LEVEL=info accelerate launch --config_file recipes/accelerate_configs/multi_gpu.yaml --num_processes=1 scripts/run_dpo.py recipes/zephyr-7b-beta/dpo/config_lora.yaml