diff --git a/docs/advanced_features/lora.ipynb b/docs/advanced_features/lora.ipynb
index 42380312e..8e6e6d0a0 100644
--- a/docs/advanced_features/lora.ipynb
+++ b/docs/advanced_features/lora.ipynb
@@ -155,7 +155,7 @@
     "python3 -m sglang.launch_server --model-path meta-llama/Meta-Llama-3.1-8B-Instruct \\\n",
     "    --enable-lora \\\n",
     "    --lora-paths lora0=algoprog/fact-generation-llama-3.1-8b-instruct-lora \\\n",
-    "    lora1=Nutanix/Meta-Llama-3.1-8B-Instruct_lora_4_alpha_16 \\\n",
+    "    lora1=Nutanix/Meta-Llama-3.1-8B-Instruct_SFT_lora_4_alpha_16_humaneval_raw_json \\\n",
     "    --max-loras-per-batch 2 \\\n",
     "    --log-level warning \\\n",
     "\"\"\")\n",
@@ -218,7 +218,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "lora0 = \"Nutanix/Meta-Llama-3.1-8B-Instruct_lora_4_alpha_16\"  # rank - 4, target modules - q_proj, k_proj, v_proj, o_proj, gate_proj\n",
+    "lora0 = \"Nutanix/Meta-Llama-3.1-8B-Instruct_SFT_lora_4_alpha_16_humaneval_raw_json\"  # rank - 4, target modules - q_proj, k_proj, v_proj, o_proj, gate_proj\n",
     "lora1 = \"algoprog/fact-generation-llama-3.1-8b-instruct-lora\"  # rank - 64, target modules - q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj\n",
     "lora0_new = \"philschmid/code-llama-3-1-8b-text-to-sql-lora\"  # rank - 256, target modules - q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj\n",
     "\n",
@@ -439,7 +439,7 @@
     "    --max-lora-rank 256 \\\n",
     "    --lora-target-modules all \\\n",
     "    --lora-paths \\\n",
-    "        {\"lora_name\":\"lora0\",\"lora_path\":\"Nutanix/Meta-Llama-3.1-8B-Instruct_lora_4_alpha_16\",\"pinned\":true} \\\n",
+    "        {\"lora_name\":\"lora0\",\"lora_path\":\"Nutanix/Meta-Llama-3.1-8B-Instruct_SFT_lora_4_alpha_16_humaneval_raw_json\",\"pinned\":true} \\\n",
     "        {\"lora_name\":\"lora1\",\"lora_path\":\"algoprog/fact-generation-llama-3.1-8b-instruct-lora\"} \\\n",
     "        lora2=philschmid/code-llama-3-1-8b-text-to-sql-lora\n",
     "    --log-level warning\n",
@@ -581,7 +581,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "lora0 = \"Nutanix/Meta-Llama-3.1-8B-Instruct_lora_4_alpha_16\"\n",
+    "lora0 = \"Nutanix/Meta-Llama-3.1-8B-Instruct_SFT_lora_4_alpha_16_humaneval_raw_json\"\n",
     "lora1 = \"algoprog/fact-generation-llama-3.1-8b-instruct-lora\"\n",
     "lora2 = \"philschmid/code-llama-3-1-8b-text-to-sql-lora\"\n",
     "\n",
@@ -591,7 +591,7 @@
     "    --model-path meta-llama/Meta-Llama-3.1-8B-Instruct \\\n",
     "    --enable-lora \\\n",
     "    --enable-lora-overlap-loading \\\n",
-    "    --lora-paths lora0=Nutanix/Meta-Llama-3.1-8B-Instruct_lora_4_alpha_16 \\\n",
+    "    --lora-paths lora0=Nutanix/Meta-Llama-3.1-8B-Instruct_SFT_lora_4_alpha_16_humaneval_raw_json \\\n",
     "    lora1=algoprog/fact-generation-llama-3.1-8b-instruct-lora \\\n",
     "    lora2=philschmid/code-llama-3-1-8b-text-to-sql-lora \\\n",
     "    --max-lora-rank 256 \\\n",