diff --git a/evaluation/hypergraphrag/operate.py b/evaluation/hypergraphrag/operate.py
index 58db667..92614fa 100644
--- a/evaluation/hypergraphrag/operate.py
+++ b/evaluation/hypergraphrag/operate.py
@@ -304,8 +304,8 @@ async def extract_entities(
         language=language,
     )
 
-    continue_prompt = PROMPTS["entiti_continue_extraction"]
-    if_loop_prompt = PROMPTS["entiti_if_loop_extraction"]
+    continue_prompt = PROMPTS["entity_continue_extraction"]
+    if_loop_prompt = PROMPTS["entity_if_loop_extraction"]
 
     already_processed = 0
     already_entities = 0
diff --git a/evaluation/hypergraphrag/prompt.py b/evaluation/hypergraphrag/prompt.py
index c867d8b..56d9b38 100644
--- a/evaluation/hypergraphrag/prompt.py
+++ b/evaluation/hypergraphrag/prompt.py
@@ -176,13 +176,13 @@
 """
 
 PROMPTS[
-    "entiti_continue_extraction"
-] = """MANY knowdge fragements with entities were missed in the last extraction.  Add them below using the same format:
+    "entity_continue_extraction"
+] = """MANY knowledge fragments with entities were missed in the last extraction.  Add them below using the same format:
 """
 
 PROMPTS[
-    "entiti_if_loop_extraction"
-] = """Please check whether knowdge fragements cover all the given text.  Answer YES | NO if there are knowdge fragements that need to be added.
+    "entity_if_loop_extraction"
+] = """Please check whether knowledge fragments cover all the given text.  Answer YES | NO if there are knowledge fragments that need to be added.
 """
 
 PROMPTS["fail_response"] = "Sorry, I'm not able to provide an answer to that question."
diff --git a/hypergraphrag/operate.py b/hypergraphrag/operate.py
index 7269146..f0415ac 100644
--- a/hypergraphrag/operate.py
+++ b/hypergraphrag/operate.py
@@ -304,8 +304,8 @@ async def extract_entities(
         language=language,
     )
 
-    continue_prompt = PROMPTS["entiti_continue_extraction"]
-    if_loop_prompt = PROMPTS["entiti_if_loop_extraction"]
+    continue_prompt = PROMPTS["entity_continue_extraction"]
+    if_loop_prompt = PROMPTS["entity_if_loop_extraction"]
 
     already_processed = 0
     already_entities = 0
diff --git a/hypergraphrag/prompt.py b/hypergraphrag/prompt.py
index c867d8b..56d9b38 100644
--- a/hypergraphrag/prompt.py
+++ b/hypergraphrag/prompt.py
@@ -176,13 +176,13 @@
 """
 
 PROMPTS[
-    "entiti_continue_extraction"
-] = """MANY knowdge fragements with entities were missed in the last extraction.  Add them below using the same format:
+    "entity_continue_extraction"
+] = """MANY knowledge fragments with entities were missed in the last extraction.  Add them below using the same format:
 """
 
 PROMPTS[
-    "entiti_if_loop_extraction"
-] = """Please check whether knowdge fragements cover all the given text.  Answer YES | NO if there are knowdge fragements that need to be added.
+    "entity_if_loop_extraction"
+] = """Please check whether knowledge fragments cover all the given text.  Answer YES | NO if there are knowledge fragments that need to be added.
 """
 
 PROMPTS["fail_response"] = "Sorry, I'm not able to provide an answer to that question."