diff --git a/docs/api/paddle/text/Conll05st_cn.rst b/docs/api/paddle/text/Conll05st_cn.rst
index dfb7ca23f81..32b9c01425e 100644
--- a/docs/api/paddle/text/Conll05st_cn.rst
+++ b/docs/api/paddle/text/Conll05st_cn.rst
@@ -6,7 +6,7 @@ Conll05st
 .. py:class:: paddle.text.datasets.Conll05st()
 
 
-该类是对`Conll05st <https://www.cs.upc.edu/~srlconll/soft.html>`_
+该类是对 `Conll05st <https://www.cs.upc.edu/~srlconll/soft.html>`_
 测试数据集的实现.
 
 .. note::
diff --git a/docs/api/paddle/text/Imdb_cn.rst b/docs/api/paddle/text/Imdb_cn.rst
index 1adc1f24147..2fd3ed2e102 100644
--- a/docs/api/paddle/text/Imdb_cn.rst
+++ b/docs/api/paddle/text/Imdb_cn.rst
@@ -6,7 +6,7 @@ Imdb
 .. py:class:: paddle.text.datasets.Imdb()
 
 
-该类是对`IMDB <https://www.imdb.com/interfaces/>`_ 测试数据集的实现。
+该类是对 `IMDB <https://www.imdb.com/interfaces/>`_ 测试数据集的实现。
 
 参数
 :::::::::
diff --git a/docs/api/paddle/text/Movielens_cn.rst b/docs/api/paddle/text/Movielens_cn.rst
index 643b89ebced..2be40738e7a 100644
--- a/docs/api/paddle/text/Movielens_cn.rst
+++ b/docs/api/paddle/text/Movielens_cn.rst
@@ -6,7 +6,7 @@ Movielens
 .. py:class:: paddle.text.datasets.Movielens()
 
 
-该类是对`Movielens 1-M <https://grouplens.org/datasets/movielens/1m/>`_
+该类是对 `Movielens 1-M <https://grouplens.org/datasets/movielens/1m/>`_
 测试数据集的实现。
 
 参数
diff --git a/docs/api/paddle/text/UCIHousing_cn.rst b/docs/api/paddle/text/UCIHousing_cn.rst
index 412495c196b..701ed1a3b0a 100644
--- a/docs/api/paddle/text/UCIHousing_cn.rst
+++ b/docs/api/paddle/text/UCIHousing_cn.rst
@@ -6,7 +6,7 @@ UCIHousing
 .. py:class:: paddle.text.datasets.UCIHousing()
 
 
-该类是对`UCI housing <https://archive.ics.uci.edu/ml/datasets/Housing>`_
+该类是对 `UCI housing <https://archive.ics.uci.edu/ml/datasets/Housing>`_
 测试数据集的实现。
 
 参数
diff --git a/docs/api/paddle/text/WMT16_cn.rst b/docs/api/paddle/text/WMT16_cn.rst
index 602d956d891..4a8f0eb5a12 100644
--- a/docs/api/paddle/text/WMT16_cn.rst
+++ b/docs/api/paddle/text/WMT16_cn.rst
@@ -6,7 +6,7 @@ WMT16
 .. py:class:: paddle.text.datasets.WMT16()
 
 
-该类是对`WMT16 <http://www.statmt.org/wmt16/>`_ 测试数据集实现。
+该类是对 `WMT16 <http://www.statmt.org/wmt16/>`_ 测试数据集实现。
 ACL2016多模态机器翻译。有关更多详细信息，请访问此网站：
 http://www.statmt.org/wmt16/multimodal-task.html#task1