diff --git a/lightrag/operate.py b/lightrag/operate.py
index 1a4b9266..88bb7349 100644
--- a/lightrag/operate.py
+++ b/lightrag/operate.py
@@ -822,6 +822,13 @@ async def _parse_extraction_result(
     maybe_nodes = defaultdict(list)
     maybe_edges = defaultdict(list)
 
+    # Preventive fix: when tuple_delimiter is <|>, fix LLM output instability issues
+    if context_base["tuple_delimiter"] == "<|>":
+        # 1. Convert <||> to <|>
+        extraction_result = extraction_result.replace("<||>", "<|>")
+        # 2. Convert < | > to <|>
+        extraction_result = extraction_result.replace("< | >", "<|>")
+
     # Parse the extraction result using the same logic as in extract_entities
     records = split_string_by_multi_markers(
         extraction_result,
@@ -1729,6 +1736,13 @@ async def extract_entities(
         maybe_nodes = defaultdict(list)
         maybe_edges = defaultdict(list)
 
+        # Preventive fix: when tuple_delimiter is <|>, fix LLM output instability issues
+        if context_base["tuple_delimiter"] == "<|>":
+            # 1. Convert <||> to <|>
+            result = result.replace("<||>", "<|>")
+            # 2. Convert < | > to <|>
+            result = result.replace("< | >", "<|>")
+
         records = split_string_by_multi_markers(
             result,
             [context_base["record_delimiter"], context_base["completion_delimiter"]],