diff --git a/src/chat/focus_chat/heartFC_chat.py b/src/chat/focus_chat/heartFC_chat.py
index a97f10614..576c232fa 100644
--- a/src/chat/focus_chat/heartFC_chat.py
+++ b/src/chat/focus_chat/heartFC_chat.py
@@ -462,28 +462,22 @@ class HeartFChatting:
         在"兴趣"模式下，判断是否回复并生成内容。
         """
 
-        is_mentioned = message_data.get("is_mentioned", False)
         interested_rate = message_data.get("interest_value", 0.0) * self.willing_amplifier
     
         self.willing_manager.setup(message_data, self.chat_stream)
     
     
         reply_probability = await self.willing_manager.get_reply_probability(message_data.get("message_id", ""))
-        reply_probability = (
-            1.0 if is_mentioned and global_config.normal_chat.mentioned_bot_inevitable_reply else 0.0
-        )  # 如果被提及，且开启了提及必回复，则基础概率为1，否则需要意愿判断
 
-        # 意愿管理器：设置当前message信息
-        
 
-        # 获取回复概率
-        # 仅在未被提及或基础概率不为1时查询意愿概率
         if reply_probability < 1:  # 简化逻辑，如果未提及 (reply_probability 为 0)，则获取意愿概率
-            # is_willing = True
             additional_config = message_data.get("additional_config", {})
             if additional_config and "maimcore_reply_probability_gain" in additional_config:
                 reply_probability += additional_config["maimcore_reply_probability_gain"]
                 reply_probability = min(max(reply_probability, 0), 1)  # 确保概率在 0-1 之间
+            
+            talk_frequency = global_config.chat.get_current_talk_frequency(self.stream_id)
+            reply_probability = talk_frequency * reply_probability
 
         # 处理表情包
         if message_data.get("is_emoji") or message_data.get("is_picid"):
@@ -491,9 +485,6 @@ class HeartFChatting:
 
         # 打印消息信息
         mes_name = self.chat_stream.group_info.group_name if self.chat_stream.group_info else "私聊"
-
-        talk_frequency = global_config.chat.get_current_talk_frequency(self.stream_id)
-        reply_probability = talk_frequency * reply_probability
         
         logger.info(f"[{mes_name}] 当前聊天频率: {talk_frequency:.2f},兴趣值: {interested_rate:.2f},回复概率: {reply_probability * 100:.1f}%")
         
diff --git a/src/chat/willing/mode_classical.py b/src/chat/willing/mode_classical.py
index bef85b1eb..9c2a8d5e6 100644
--- a/src/chat/willing/mode_classical.py
+++ b/src/chat/willing/mode_classical.py
@@ -15,7 +15,6 @@ class ClassicalWillingManager(BaseWillingManager):
             await asyncio.sleep(1)
             for chat_id in self.chat_reply_willing:
                 self.chat_reply_willing[chat_id] = max(0.0, self.chat_reply_willing[chat_id] * 0.9)
-                print(f"[{chat_id}] 回复意愿衰减: {self.chat_reply_willing[chat_id]}")
 
     async def async_task_starter(self):
         if self._decay_task is None:
@@ -29,16 +28,22 @@ class ClassicalWillingManager(BaseWillingManager):
         print(f"[{chat_id}] 回复意愿: {current_willing}")
 
         interested_rate = willing_info.interested_rate * global_config.normal_chat.response_interested_rate_amplifier
+        
+        print(f"[{chat_id}] 兴趣值: {interested_rate}")
 
         if interested_rate > 0.2:
             current_willing += interested_rate - 0.2
 
-        if willing_info.is_mentioned_bot:
+        if willing_info.is_mentioned_bot and global_config.normal_chat.mentioned_bot_inevitable_reply and current_willing < 2:
             current_willing += 1 if current_willing < 1.0 else 0.05
 
-        self.chat_reply_willing[chat_id] = min(current_willing, 3.0)
-
-        return min(max((current_willing - 0.5), 0.01) * 2, 1)
+        self.chat_reply_willing[chat_id] = min(current_willing, 1.0)
+        
+        reply_probability = min(max((current_willing - 0.5), 0.01) * 2, 1)
+        
+        print(f"[{chat_id}] 回复概率: {reply_probability}")
+        
+        return reply_probability
 
     async def before_generate_reply_handle(self, message_id):
         chat_id = self.ongoing_messages[message_id].chat_id
diff --git a/src/chat/willing/willing_manager.py b/src/chat/willing/willing_manager.py
index 61f23ffdc..29110ef94 100644
--- a/src/chat/willing/willing_manager.py
+++ b/src/chat/willing/willing_manager.py
@@ -102,13 +102,11 @@ class BaseWillingManager(ABC):
             chat_id=chat.stream_id,
             person_id=person_id,
             group_info=chat.group_info,
-            is_mentioned_bot=message.get("is_mentioned_bot", False),
+            is_mentioned_bot=message.get("is_mentioned", False),
             is_emoji=message.get("is_emoji", False),
             is_picid=message.get("is_picid", False),
             interested_rate=message.get("interest_value", 0),
         )
-        print(f"[{chat.stream_id}] 兴趣值: {message.get('interest_value', 0)}")
-        print(self.ongoing_messages)
 
     def delete(self, message_id: str):
         del_message = self.ongoing_messages.pop(message_id, None)