diff --git a/README.md b/README.md
index 8ba63299e..7ebea8678 100644
--- a/README.md
+++ b/README.md
@@ -39,10 +39,10 @@ pip3 install -U git+https://github.com/huggingface/peft.git
 accelerate config
 
 # finetune lora
-accelerate launch scripts/finetune.py examples/lora-openllama-3b/config.yml
+accelerate launch scripts/finetune.py examples/openllama-3b/lora.yml
 
 # inference
-accelerate launch scripts/finetune.py examples/lora-openllama-3b/config.yml \
+accelerate launch scripts/finetune.py examples/openllama-3b/lora.yml \
     --inference --lora_model_dir="./lora-out"
 ```
 
diff --git a/examples/gptq-lora-7b/README.md b/examples/gptq-lora-7b/README.md
index eefe98d3f..0bde51b06 100644
--- a/examples/gptq-lora-7b/README.md
+++ b/examples/gptq-lora-7b/README.md
@@ -3,6 +3,6 @@
 This is a good place to start for beginners. This will run on an NVIDIA RTX4090 with no other changes needed.
 
 ```shell
-accelerate launch scripts/finetune.py examples/4bit-lora-7b/config.yml
+accelerate launch scripts/finetune.py examples/gptq-lora-7b/config.yml
 
 ```
diff --git a/examples/openllama-3b/README.md b/examples/openllama-3b/README.md
index 9e8f3a9e8..3e9501a54 100644
--- a/examples/openllama-3b/README.md
+++ b/examples/openllama-3b/README.md
@@ -2,15 +2,15 @@
 
 Basic full tune
 ```shell
-accelerate launch scripts/finetune.py examples/qlora-openllama-3b/config.yml
+accelerate launch scripts/finetune.py examples/openllama-3b/config.yml
 ```
 
 LoRA
 ```shell
-accelerate launch scripts/finetune.py examples/qlora-openllama-3b/lora.yml
+accelerate launch scripts/finetune.py examples/openllama-3b/lora.yml
 ```
 
 QLoRA
 ```shell
-accelerate launch scripts/finetune.py examples/qlora-openllama-3b/qlora.yml
+accelerate launch scripts/finetune.py examples/openllama-3b/qlora.yml
 ```