diff --git a/nemo_skills/dataset/mmlu-pro/prepare.py b/nemo_skills/dataset/mmlu-pro/prepare.py
index 07bd3c4556..9b8269c8ab 100644
--- a/nemo_skills/dataset/mmlu-pro/prepare.py
+++ b/nemo_skills/dataset/mmlu-pro/prepare.py
@@ -19,7 +19,9 @@
 from datasets import load_dataset
 from tqdm import tqdm
 
-from nemo_skills.dataset.utils import get_mcq_fields
+from nemo_skills.dataset.utils import filter_by_subset, get_mcq_fields, load_subset_ids
+
+SUBSETS_DIR = Path(__file__).absolute().parent / "subsets"
 
 
 def format_entry(entry):
@@ -41,7 +43,18 @@ def write_data_to_file(output_file, data):
 
 
 def main(args):
-    dataset = load_dataset("TIGER-Lab/MMLU-Pro")[args.split]
+    if args.split in ("validation", "test"):
+        dataset = load_dataset("TIGER-Lab/MMLU-Pro")[args.split]
+    else:
+        subset_file = SUBSETS_DIR / f"{args.split}.txt"
+        if not subset_file.exists():
+            raise ValueError(
+                f"Unknown split '{args.split}'. Expected 'validation', 'test', or a subset file at subsets/{args.split}.txt"
+            )
+        dataset = load_dataset("TIGER-Lab/MMLU-Pro")["test"]
+        subset_ids = load_subset_ids(subset_file)
+        dataset = filter_by_subset(dataset, subset_ids, question_key="question", options_key="options")
+
     data_dir = Path(__file__).absolute().parent
     data_dir.mkdir(exist_ok=True)
     output_file = data_dir / f"{args.split}.jsonl"
@@ -50,6 +63,8 @@ def main(args):
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser()
-    parser.add_argument("--split", default="test", choices=("validation", "test"), help="Dataset split to process.")
+    parser.add_argument(
+        "--split", default="test", choices=("validation", "test", "10pct_opt_v1"), help="Dataset split to process."
+    )
     args = parser.parse_args()
     main(args)
diff --git a/nemo_skills/dataset/mmlu-pro/subsets/10pct_opt_v1.txt b/nemo_skills/dataset/mmlu-pro/subsets/10pct_opt_v1.txt
new file mode 100644
index 0000000000..8ff4e49ccd
--- /dev/null
+++ b/nemo_skills/dataset/mmlu-pro/subsets/10pct_opt_v1.txt
@@ -0,0 +1,1203 @@
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diff --git a/nemo_skills/dataset/utils.py b/nemo_skills/dataset/utils.py
index 8074832558..d918ba086e 100644
--- a/nemo_skills/dataset/utils.py
+++ b/nemo_skills/dataset/utils.py
@@ -13,6 +13,7 @@
 # limitations under the License.
 
 import contextlib
+import hashlib
 import importlib
 import json
 import os
@@ -300,3 +301,41 @@ def get_mcq_fields(question, choices):
         "options": options_text,
         **options_dict,
     }
+
+
+def get_question_hash(question, options=None):
+    """Normalize question text and options and hash it.
+    MMLU-Pro has duplicate questions with different options."""
+    normalized = {
+        "question": " ".join(question.strip().lower().split()),
+        "options": [" ".join(opt.strip().lower().split()) for opt in options] if options is not None else None,
+    }
+    payload = json.dumps(normalized, sort_keys=True, ensure_ascii=False, separators=(",", ":"))
+    return hashlib.sha256(payload.encode("utf-8")).hexdigest()
+
+
+def load_subset_ids(ids_file):
+    """Load subset IDs."""
+    with open(ids_file, "rt", encoding="utf-8") as fin:
+        return [json.loads(line)["id"] for line in fin if line.strip()]
+
+
+def filter_by_subset(dataset, subset_ids, question_key="question", options_key=None):
+    """Filter dataset entries by subset IDs."""
+    hash_to_entry = {}
+    duplicate_hashes = set()
+    for entry in dataset:
+        options = entry[options_key] if options_key else None
+        h = get_question_hash(entry[question_key], options)
+        if h in hash_to_entry:
+            duplicate_hashes.add(h)
+            continue
+        hash_to_entry[h] = entry
+
+    if duplicate_hashes:
+        raise ValueError(f"Found {len(duplicate_hashes)} duplicate source IDs; subset mapping is ambiguous.")
+
+    no_match_ids = set(subset_ids) - hash_to_entry.keys()
+    if no_match_ids:
+        raise ValueError(f"{len(no_match_ids)}/{len(subset_ids)} subset IDs not found in source split.")
+    return [hash_to_entry[h] for h in subset_ids]