diff --git a/README.md b/README.md
index 89ec20eff8..4074912498 100644
--- a/README.md
+++ b/README.md
@@ -69,7 +69,7 @@ trl sft --model_name_or_path facebook/opt-125m --dataset_name imdb --output_dir
 **DPO:**
 
 ```bash
-trl dpo --model_name_or_path facebook/opt-125m --dataset_name trl-internal-testing/hh-rlhf-trl-style --output_dir opt-sft-hh-rlhf 
+trl dpo --model_name_or_path facebook/opt-125m --dataset_name trl-internal-testing/hh-rlhf-helpful-base-trl-style --output_dir opt-sft-hh-rlhf 
 ```
 
 **Chat:**
diff --git a/commands/run_dpo.sh b/commands/run_dpo.sh
index f9f3ab507f..c265a294e3 100644
--- a/commands/run_dpo.sh
+++ b/commands/run_dpo.sh
@@ -3,7 +3,7 @@
 # but defaults to QLoRA + PEFT
 OUTPUT_DIR="test_dpo/"
 MODEL_NAME="trl-internal-testing/tiny-random-LlamaForCausalLM"
-DATASET_NAME="trl-internal-testing/hh-rlhf-trl-style"
+DATASET_NAME="trl-internal-testing/hh-rlhf-helpful-base-trl-style"
 MAX_STEPS=5
 BATCH_SIZE=2
 SEQ_LEN=128
diff --git a/docs/source/clis.mdx b/docs/source/clis.mdx
index a3e818867d..85d9aef55b 100644
--- a/docs/source/clis.mdx
+++ b/docs/source/clis.mdx
@@ -65,7 +65,7 @@ The SFT CLI is based on the `examples/scripts/sft.py` script.
 
 To use the DPO CLI, you need to have a dataset in the TRL format such as 
 
-* TRL's Anthropic HH dataset: https://huggingface.co/datasets/trl-internal-testing/hh-rlhf-trl-style
+* TRL's Anthropic HH dataset: https://huggingface.co/datasets/trl-internal-testing/hh-rlhf-helpful-base-trl-style
 * TRL's OpenAI TL;DR summarization dataset: https://huggingface.co/datasets/trl-internal-testing/tldr-preference-trl-style
 
 These datasets always have at least three columns `prompt, chosen, rejected`:
@@ -78,7 +78,7 @@ These datasets always have at least three columns `prompt, chosen, rejected`:
 To do a quick start, you can run the following command:
 
 ```bash
-trl dpo --model_name_or_path facebook/opt-125m --output_dir trl-hh-rlhf --dataset_name trl-internal-testing/hh-rlhf-trl-style
+trl dpo --model_name_or_path facebook/opt-125m --output_dir trl-hh-rlhf --dataset_name trl-internal-testing/hh-rlhf-helpful-base-trl-style
 ```
 
 
diff --git a/examples/datasets/anthropic_hh.py b/examples/datasets/anthropic_hh.py
index 32274a2992..e021fa9ece 100644
--- a/examples/datasets/anthropic_hh.py
+++ b/examples/datasets/anthropic_hh.py
@@ -24,7 +24,9 @@
 class ScriptArguments:
     debug: Optional[bool] = field(default=False, metadata={"help": "Enable debug mode"})
     hf_entity: Optional[str] = field(default=None, metadata={"help": "The Hugging Face entity to use"})
-    hf_repo_id: Optional[str] = field(default="hh-rlhf-trl-style", metadata={"help": "The Hugging Face repository ID"})
+    hf_repo_id: Optional[str] = field(
+        default="hh-rlhf-helpful-base-trl-style", metadata={"help": "The Hugging Face repository ID"}
+    )
     revision: Optional[str] = field(default="0.1.0", metadata={"help": "The revision of the repository"})
     update_main_revision: Optional[bool] = field(
         default=True, metadata={"help": "Update the main revision of the repository"}
@@ -64,7 +66,7 @@ def extract_dialogue(input_text):
     if args.hf_entity is None:
         args.hf_entity = api.whoami()["name"]
     full_repo_id = f"{args.hf_entity}/{args.hf_repo_id}"
-    ds = load_dataset("Anthropic/hh-rlhf")
+    ds = load_dataset("Anthropic/hh-rlhf", data_dir="helpful-base")
     if args.debug:
         for key in ds:
             ds[key] = ds[key].select(range(50))
diff --git a/examples/datasets/tokenize_ds.py b/examples/datasets/tokenize_ds.py
index 227af57f2e..0ba1876368 100644
--- a/examples/datasets/tokenize_ds.py
+++ b/examples/datasets/tokenize_ds.py
@@ -15,7 +15,9 @@
 @dataclass
 class ScriptArguments:
     debug: Optional[bool] = field(default=False, metadata={"help": "Enable debug mode"})
-    dataset: str = field(default="trl-internal-testing/hh-rlhf-trl-style", metadata={"help": "The dataset to load"})
+    dataset: str = field(
+        default="trl-internal-testing/hh-rlhf-helpful-base-trl-style", metadata={"help": "The dataset to load"}
+    )
     model: str = field(default="gpt2", metadata={"help": "The model to use for tokenization"})
 
 
diff --git a/examples/scripts/cpo.py b/examples/scripts/cpo.py
index 8e3e386405..77e0020e5f 100644
--- a/examples/scripts/cpo.py
+++ b/examples/scripts/cpo.py
@@ -64,7 +64,8 @@
 @dataclass
 class ScriptArguments:
     dataset: str = field(
-        default="trl-internal-testing/hh-rlhf-trl-style", metadata={"help": "The name of the dataset to use."}
+        default="trl-internal-testing/hh-rlhf-helpful-base-trl-style",
+        metadata={"help": "The name of the dataset to use."},
     )
 
 
diff --git a/examples/scripts/dpo.py b/examples/scripts/dpo.py
index d742988736..62df16f06d 100644
--- a/examples/scripts/dpo.py
+++ b/examples/scripts/dpo.py
@@ -15,7 +15,7 @@
 """
 # regular:
 python examples/scripts/dpo.py \
-    --dataset_name=trl-internal-testing/hh-rlhf-trl-style \
+    --dataset_name=trl-internal-testing/hh-rlhf-helpful-base-trl-style \
     --model_name_or_path=gpt2 \
     --per_device_train_batch_size 4 \
     --learning_rate 1e-3 \
@@ -31,7 +31,7 @@
 
 # peft:
 python examples/scripts/dpo.py \
-    --dataset_name=trl-internal-testing/hh-rlhf-trl-style \
+    --dataset_name=trl-internal-testing/hh-rlhf-helpful-base-trl-style \
     --model_name_or_path=gpt2 \
     --per_device_train_batch_size 4 \
     --learning_rate 1e-3 \
diff --git a/examples/scripts/orpo.py b/examples/scripts/orpo.py
index de2c77e417..a5c3381847 100644
--- a/examples/scripts/orpo.py
+++ b/examples/scripts/orpo.py
@@ -64,7 +64,8 @@
 @dataclass
 class ScriptArguments:
     dataset: str = field(
-        default="trl-internal-testing/hh-rlhf-trl-style", metadata={"help": "The name of the dataset to use."}
+        default="trl-internal-testing/hh-rlhf-helpful-base-trl-style",
+        metadata={"help": "The name of the dataset to use."},
     )
 
 
diff --git a/tests/test_cli.py b/tests/test_cli.py
index 4e331cfcf3..4fecef7d0a 100644
--- a/tests/test_cli.py
+++ b/tests/test_cli.py
@@ -32,7 +32,7 @@ def test_sft_cli():
 def test_dpo_cli():
     try:
         subprocess.run(
-            "trl dpo --max_steps 1 --output_dir tmp-dpo --model_name_or_path trl-internal-testing/tiny-random-LlamaForCausalLM --dataset_name trl-internal-testing/hh-rlhf-trl-style --learning_rate 1e-4 --lr_scheduler_type cosine --sanity_check",
+            "trl dpo --max_steps 1 --output_dir tmp-dpo --model_name_or_path trl-internal-testing/tiny-random-LlamaForCausalLM --dataset_name trl-internal-testing/hh-rlhf-helpful-base-trl-style --learning_rate 1e-4 --lr_scheduler_type cosine --sanity_check",
             shell=True,
             check=True,
         )