diff --git a/sdk/evaluation/azure-ai-evaluation/samples/agent_evaluators/agent_evaluation.ipynb b/sdk/evaluation/azure-ai-evaluation/samples/agent_evaluators/agent_evaluation.ipynb
index 5cbdfd9f9f08..15a25c55997b 100644
--- a/sdk/evaluation/azure-ai-evaluation/samples/agent_evaluators/agent_evaluation.ipynb
+++ b/sdk/evaluation/azure-ai-evaluation/samples/agent_evaluators/agent_evaluation.ipynb
@@ -55,7 +55,6 @@
     "    project_client = AIProjectClient(\n",
     "        endpoint=os.environ[\"PROJECT_ENDPOINT\"],\n",
     "        credential=DefaultAzureCredential(),\n",
-    "        api_version=\"latest\"\n",
     "    )\n",
     "else:\n",
     "    from azure.ai.projects.models import FunctionTool, ToolSet\n",
diff --git a/sdk/evaluation/azure-ai-evaluation/samples/evaluation_samples_evaluate.py b/sdk/evaluation/azure-ai-evaluation/samples/evaluation_samples_evaluate.py
index 3f96ccad9de9..ecfba68ab0fb 100644
--- a/sdk/evaluation/azure-ai-evaluation/samples/evaluation_samples_evaluate.py
+++ b/sdk/evaluation/azure-ai-evaluation/samples/evaluation_samples_evaluate.py
@@ -557,11 +557,9 @@ def evaluation_evaluate_classes_methods(self):
             response="The weather in New York is sunny.",
             tool_calls={
                 "type": "tool_call",
-                "tool_call": {
-                    "id": "call_eYtq7fMyHxDWIgeG2s26h0lJ",
-                    "type": "function",
-                    "function": {"name": "fetch_weather", "arguments": {"location": "New York"}},
-                },
+                "tool_call_id": "call_eYtq7fMyHxDWIgeG2s26h0lJ",
+                "name": "fetch_weather",
+                "arguments": {"location": "New York"},
             },
             tool_definitions={
                 "id": "fetch_weather",
diff --git a/sdk/evaluation/azure-ai-evaluation/samples/evaluation_samples_evaluate_fdp.py b/sdk/evaluation/azure-ai-evaluation/samples/evaluation_samples_evaluate_fdp.py
index cd6e6b8b36fe..937068e1fa4a 100644
--- a/sdk/evaluation/azure-ai-evaluation/samples/evaluation_samples_evaluate_fdp.py
+++ b/sdk/evaluation/azure-ai-evaluation/samples/evaluation_samples_evaluate_fdp.py
@@ -563,11 +563,9 @@ def evaluation_evaluate_classes_methods(self):
             response="The weather in New York is sunny.",
             tool_calls={
                 "type": "tool_call",
-                "tool_call": {
-                    "id": "call_eYtq7fMyHxDWIgeG2s26h0lJ",
-                    "type": "function",
-                    "function": {"name": "fetch_weather", "arguments": {"location": "New York"}},
-                },
+                "tool_call_id": "call_eYtq7fMyHxDWIgeG2s26h0lJ",
+                "name": "fetch_weather",
+                "arguments": {"location": "New York"},
             },
             tool_definitions={
                 "id": "fetch_weather",