diff --git a/evoagentx/models/base_model.py b/evoagentx/models/base_model.py
index 1edf8099..fce3f1a7 100644
--- a/evoagentx/models/base_model.py
+++ b/evoagentx/models/base_model.py
@@ -493,12 +493,15 @@ def _parse_title_content(cls, content: str, title_format: str = "## {title}", **
         if len(attr_types) == 0:
             return {}
         
-        output_titles = [title_format.format(title=attr) for attr in attr_types.keys()]
+        output_titles = [
+            (title_format.format(title=attr), attr)
+            for attr in attr_types
+        ]
 
         def is_output_title(text: str):
-            for title in output_titles:
+            for title, attr in output_titles:
                 if text.strip().lower().startswith(title.lower()):
-                    return True, title
+                    return True, attr
             return False, None
 
         def process_lines(lines: List[str], datatype: str):
@@ -517,7 +520,7 @@ def process_lines(lines: List[str], datatype: str):
         current_attr_name: str = None
         current_attr_lines: list = None
         for line in content.split("\n"):
-            is_title, title = is_output_title(line)
+            is_title, attr_name = is_output_title(line)
             if is_title:
                 if current_attr_name is not None and current_attr_lines is not None:
                     # if we already have some content for a title, and now we reach a new title
@@ -527,8 +530,7 @@ def process_lines(lines: List[str], datatype: str):
 
                 # reset content for new title
                 current_attr_lines = []
-                current_attr_name = title.replace("#", "").strip()
-                output_titles.remove(title)
+                current_attr_name = attr_name
             else: 
                 if current_attr_lines is not None:
                     current_attr_lines.append(line)
diff --git a/tests/src/models/test_base_model.py b/tests/src/models/test_base_model.py
new file mode 100644
index 00000000..502d2983
--- /dev/null
+++ b/tests/src/models/test_base_model.py
@@ -0,0 +1,28 @@
+from evoagentx.models.base_model import LLMOutputParser
+
+
+class RepeatedHeadingOutput(LLMOutputParser):
+    count: int
+    enabled: bool
+    label: str
+
+
+def test_title_parser_uses_latest_value_for_repeated_headings():
+    content = """## count
+1
+## count
+2
+## enabled
+false
+## enabled
+true
+## label
+alpha
+## label
+beta"""
+
+    result = RepeatedHeadingOutput.parse(content, parse_mode="title")
+
+    assert result.count == 2
+    assert result.enabled is True
+    assert result.label == "beta"