diff --git a/docs/en/user_guides/datasets.md b/docs/en/user_guides/datasets.md
index 83460672..1c34b714 100644
--- a/docs/en/user_guides/datasets.md
+++ b/docs/en/user_guides/datasets.md
@@ -101,7 +101,6 @@ afqmc_datasets = [
 
 ```
 
-> \[!TIP\]
 > Additionally, for binary evaluation metrics (such as accuracy, pass-rate, etc.), you can also set the parameter `k` in conjunction with `n` for [G-Pass@k](http://arxiv.org/abs/2412.13147) evaluation. The formula for G-Pass@k is:
 >
 > ```{math}
diff --git a/docs/zh_cn/user_guides/datasets.md b/docs/zh_cn/user_guides/datasets.md
index d22d57f6..1c8dc616 100644
--- a/docs/zh_cn/user_guides/datasets.md
+++ b/docs/zh_cn/user_guides/datasets.md
@@ -100,7 +100,6 @@ afqmc_datasets = [
 ]
 ```
 
-> \[!TIP\]
 > 另外，对于二值评测指标（例如accuracy，pass-rate等），还可以通过设置参数`k`配合`n`进行[G-Pass@k](http://arxiv.org/abs/2412.13147)评测。G-Pass@k计算公式为：
 >
 > ```{math}
diff --git a/opencompass/datasets/base.py b/opencompass/datasets/base.py
index 92386002..7099b0c6 100644
--- a/opencompass/datasets/base.py
+++ b/opencompass/datasets/base.py
@@ -1,4 +1,3 @@
-from abc import abstractstaticmethod
 from copy import deepcopy
 from typing import Dict, List, Optional, Union
 
@@ -55,6 +54,6 @@ class BaseDataset:
     def test(self):
         return self.reader.dataset['test']
 
-    @abstractstaticmethod
+    @staticmethod
     def load(**kwargs) -> Union[Dataset, DatasetDict]:
         pass