diff --git a/api/core/llm_generator/llm_generator.py b/api/core/llm_generator/llm_generator.py
index 2627b7347e..9cdccd8e7f 100644
--- a/api/core/llm_generator/llm_generator.py
+++ b/api/core/llm_generator/llm_generator.py
@@ -362,7 +362,7 @@ class LLMGenerator:
         )
 
         prompt_messages = [UserPromptMessage(content=prompt)]
-        model_parameters = {"max_tokens": max_tokens, "temperature": 0.01}
+        model_parameters = model_config.get("model_parameters", {})
 
         try:
             response = cast(
diff --git a/api/core/workflow/nodes/llm/node.py b/api/core/workflow/nodes/llm/node.py
index f9733a88d6..146fcec39a 100644
--- a/api/core/workflow/nodes/llm/node.py
+++ b/api/core/workflow/nodes/llm/node.py
@@ -198,14 +198,17 @@ class LLMNode(BaseNode[LLMNodeData]):
                 structured_output = {}
                 try:
                     structured_output = parse_partial_json(result_text)
-                except json.JSONDecodeError:
+                except (json.JSONDecodeError, ValueError):
                     # Try to find JSON string within triple backticks
                     _json_markdown_re = re.compile(r"```(json)?(.*)", re.DOTALL)
                     match = _json_markdown_re.search(result_text)
                     # If no match found, assume the entire string is a JSON string
                     # Else, use the content within the backticks
                     json_str = result_text if match is None else match.group(2)
-                    structured_output = parse_partial_json(json_str)
+                    try:
+                        structured_output = parse_partial_json(json_str)
+                    except (json.JSONDecodeError, ValueError) as e:
+                        raise LLMNodeError(f"Failed to parse structured output: {e}")
                 outputs["structured_output"] = structured_output
             yield RunCompletedEvent(
                 run_result=NodeRunResult(
diff --git a/api/core/workflow/utils/structured_output/utils.py b/api/core/workflow/utils/structured_output/utils.py
index b8dd3b7273..16b8ffe91a 100644
--- a/api/core/workflow/utils/structured_output/utils.py
+++ b/api/core/workflow/utils/structured_output/utils.py
@@ -78,4 +78,16 @@ def parse_partial_json(s: str, *, strict: bool = False) -> Any:
     # If we got here, we ran out of characters to remove
     # and still couldn't parse the string as JSON, so return the parse error
     # for the original string.
-    return json.loads(s, strict=strict)
+    try:
+        return json.loads(s, strict=strict)
+    except json.JSONDecodeError:
+        return extract_json(s)
+
+
+def extract_json(response: str):
+    try:
+        json_start = response.index("{")
+        json_end = response.rfind("}")
+        return json.loads(response[json_start : json_end + 1])
+    except (json.JSONDecodeError, ValueError):
+        raise ValueError("output is not a valid json str")