diff --git a/data/datasets/oa_dolly_15k_multilingual/README.md b/data/datasets/oa_dolly_15k_multilingual/README.md
new file mode 100644
index 0000000000..2085319e8a
--- /dev/null
+++ b/data/datasets/oa_dolly_15k_multilingual/README.md
@@ -0,0 +1 @@
+Reformat [argilla/databricks-dolly-15k-curated-multilingual](https://huggingface.co/datasets/argilla/databricks-dolly-15k-curated-multilingual) dataset
\ No newline at end of file
diff --git a/data/datasets/oa_dolly_15k_multilingual/create_dataset.py b/data/datasets/oa_dolly_15k_multilingual/create_dataset.py
new file mode 100644
index 0000000000..77725c182f
--- /dev/null
+++ b/data/datasets/oa_dolly_15k_multilingual/create_dataset.py
@@ -0,0 +1,55 @@
+import json
+from pathlib import Path
+
+from datasets import Dataset, load_dataset
+
+
+def build_dataset(data_file: str, include_context: bool = True) -> Dataset:
+    json_data = [
+        to_oa_format(json.loads(line), include_context=include_context)
+        for line in Path(data_file).read_text().splitlines()
+    ]
+
+    dataset = Dataset.from_list(json_data)
+    return dataset
+
+
+def to_oa_format(data: dict, include_context: bool = True) -> dict:
+    output_data = {
+        "INSTRUCTION": data["instruction"],
+        "RESPONSE": data["response"],
+        "SOURCE": "databricks-dolly-15k",
+        "METADATA": {
+            "CATEGORY": data["category"],
+        },
+    }
+
+    if include_context:
+        output_data["METADATA"]["CONTEXT"] = data["context"]
+
+    return output_data
+
+
+def main():
+    dataset = load_dataset("argilla/databricks-dolly-15k-curated-multilingual")
+    json_data = []
+    for lang, data in dataset.items():
+        for row in data:
+            json_data.append({
+                "INSTRUCTION": row["instruction"],
+                "INSTRUCTION_EN": row["instruction_original_en"],
+                "RESPONSE_EN": row["response_original_en"],
+                "RESPONSE": row["response"],
+                "SOURCE": "databricks-dolly-15k-curated-multilingual",
+                "METADATA": {
+                    "CATEGORY": row["category"],
+                    "CONTEXT": row["context"],
+                    "LANG": lang
+                },
+            })
+    format_dataset = Dataset.from_list(json_data)
+    format_dataset.push_to_hub("blancsw/oa_dolly_15k_multilingual")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/model/README.md b/model/README.md
index c03aaf83c3..aef75e3e01 100644
--- a/model/README.md
+++ b/model/README.md
@@ -72,7 +72,7 @@ cd model_training
 # export shared modules
 export PYTHONPATH=$PYTHONPATH:../../oasst-shared
 
-python trainer_sft.py --configs defaults oa_dataset_only pythia --cache_dir $DATA_PATH --output_dir $MODEL_PATH/sft_model
+python trainer_sft.py --configs defaults oasst_only pythia-70m-deduped --cache_dir $DATA_PATH --output_dir $MODEL_PATH/sft_model
 
 # if you want to use wandb, add
 --wandb_entity your_username/team_name