diff --git a/examples/README.md b/examples/README.md
index 6732faaf..4f34be52 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -3,7 +3,7 @@ We provide diverse examples about fine-tuning LLMs.
 ```
 examples/
 ├── lora_single_gpu/
-│   ├── pt.sh: Do pre-training
+│   ├── pretrain.sh: Do pre-training
 │   ├── sft.sh: Do supervised fine-tuning
 │   ├── reward.sh: Do reward modeling
 │   ├── ppo.sh: Do PPO training
diff --git a/examples/README_zh.md b/examples/README_zh.md
index 50b5203f..a77209b3 100644
--- a/examples/README_zh.md
+++ b/examples/README_zh.md
@@ -3,7 +3,7 @@
 ```
 examples/
 ├── lora_single_gpu/
-│   ├── pt.sh: 进行预训练
+│   ├── pretrain.sh: 进行预训练
 │   ├── sft.sh: 进行指令监督微调
 │   ├── reward.sh: 进行奖励模型训练
 │   ├── ppo.sh: 进行 PPO 训练
diff --git a/examples/lora_single_gpu/dpo.sh b/examples/lora_single_gpu/dpo.sh
index daa8ac85..56a2dfc3 100644
--- a/examples/lora_single_gpu/dpo.sh
+++ b/examples/lora_single_gpu/dpo.sh
@@ -6,7 +6,7 @@ CUDA_VISIBLE_DEVICES=0 python ../../src/train_bash.py \
     --model_name_or_path meta-llama/Llama-2-7b-hf \
     --adapter_name_or_path ../../saves/LLaMA2-7B/lora/sft \
     --create_new_adapter \
-    --dataset comparison_gpt4_en \
+    --dataset orca_rlhf \
     --dataset_dir ../../data \
     --template default \
     --finetuning_type lora \
diff --git a/examples/lora_single_gpu/reward.sh b/examples/lora_single_gpu/reward.sh
index 0f775926..1212d082 100644
--- a/examples/lora_single_gpu/reward.sh
+++ b/examples/lora_single_gpu/reward.sh
@@ -6,7 +6,7 @@ CUDA_VISIBLE_DEVICES=0 python ../../src/train_bash.py \
     --model_name_or_path meta-llama/Llama-2-7b-hf \
     --adapter_name_or_path ../../saves/LLaMA2-7B/lora/sft \
     --create_new_adapter \
-    --dataset comparison_gpt4_en \
+    --dataset orca_rlhf \
     --dataset_dir ../../data \
     --template default \
     --finetuning_type lora \