diff --git a/docs/source/testing.rst b/docs/source/testing.rst
index b16c77ee24..6015a00404 100644
--- a/docs/source/testing.rst
+++ b/docs/source/testing.rst
@@ -1055,7 +1055,7 @@ If you need to validate the output of a logger, you can use :obj:`CaptureLogger`
 
     msg = "Testing 1, 2, 3"
     logging.set_verbosity_info()
-    logger = logging.get_logger("transformers.tokenization_bart")
+    logger = logging.get_logger("transformers.models.bart.tokenization_bart")
     with CaptureLogger(logger) as cl:
         logger.info(msg)
     assert cl.out, msg+"\n"
diff --git a/examples/contrib/run_chinese_ref.py b/examples/contrib/run_chinese_ref.py
index 8ec7b7bc50..c5c3c8c871 100644
--- a/examples/contrib/run_chinese_ref.py
+++ b/examples/contrib/run_chinese_ref.py
@@ -3,7 +3,7 @@ import json
 from typing import List
 
 from ltp import LTP
-from transformers.tokenization_bert import BertTokenizer
+from transformers import BertTokenizer
 
 
 def _is_chinese_char(cp):
diff --git a/examples/longform-qa/eli5_app.py b/examples/longform-qa/eli5_app.py
index 4bb8de178e..7782d6433b 100644
--- a/examples/longform-qa/eli5_app.py
+++ b/examples/longform-qa/eli5_app.py
@@ -107,7 +107,12 @@ def make_support(question, source="wiki40b", method="dense", n_results=10):
     return question_doc, support_list
 
 
-@st.cache(hash_funcs={torch.Tensor: (lambda _: None), transformers.tokenization_bart.BartTokenizer: (lambda _: None)})
+@st.cache(
+    hash_funcs={
+        torch.Tensor: (lambda _: None),
+        transformers.models.bart.tokenization_bart.BartTokenizer: (lambda _: None),
+    }
+)
 def answer_question(
     question_doc, s2s_model, s2s_tokenizer, min_len=64, max_len=256, sampling=False, n_beams=2, top_p=0.95, temp=0.8
 ):
diff --git a/model_cards/julien-c/dummy-unknown/README.md b/model_cards/julien-c/dummy-unknown/README.md
index 6eb7329883..dd72d529da 100644
--- a/model_cards/julien-c/dummy-unknown/README.md
+++ b/model_cards/julien-c/dummy-unknown/README.md
@@ -9,8 +9,7 @@ tags:
 ```python
 import json
 import os
-from transformers.configuration_roberta import RobertaConfig
-from transformers import RobertaForMaskedLM, TFRobertaForMaskedLM
+from transformers import RobertaConfig, RobertaForMaskedLM, TFRobertaForMaskedLM
 
 DIRNAME = "./dummy-unknown"
 
diff --git a/src/transformers/testing_utils.py b/src/transformers/testing_utils.py
index cbce4e9654..03b53c1768 100644
--- a/src/transformers/testing_utils.py
+++ b/src/transformers/testing_utils.py
@@ -470,7 +470,7 @@ class CaptureLogger:
 
         >>> msg = "Testing 1, 2, 3"
         >>> logging.set_verbosity_info()
-        >>> logger = logging.get_logger("transformers.tokenization_bart")
+        >>> logger = logging.get_logger("transformers.models.bart.tokenization_bart")
         >>> with CaptureLogger(logger) as cl:
         ...     logger.info(msg)
         >>> assert cl.out, msg+"\n"