diff --git a/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb b/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb
index 8f0c84294..ace9fb4c1 100644
--- a/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb
+++ b/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb
@@ -826,10 +826,9 @@
         "_ = client.datasets.register(\n",
         "    dataset_id=simpleqa_dataset_id,\n",
         "    provider_id=\"huggingface\",\n",
-        "    url={\"uri\": \"https://huggingface.co/datasets/llamastack/evals\"},\n",
+        "    url={\"uri\": \"https://huggingface.co/datasets/llamastack/simpleqa\"},\n",
         "    metadata={\n",
-        "        \"path\": \"llamastack/evals\",\n",
-        "        \"name\": \"evals__simpleqa\",\n",
+        "        \"path\": \"llamastack/simpleqa\",\n",
         "        \"split\": \"train\",\n",
         "    },\n",
         "    dataset_schema={\n",