Address small nits in the docs (facebookresearch#156)

Summary: Pull Request resolved: facebookresearch#156 Reviewed By: bottler Differential Revision: D26112284 Pulled By: prigoyal fbshipit-source-id: 257fff1ab410616ea46d0ff20c1355d8631d8267
qianrenjian · Jan 28, 2021 · ab44d01 · ab44d01
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diff --git a/docs/source/contributing.rst b/docs/source/contributing.rst
@@ -25,7 +25,7 @@ make sure to have a corresponding issue to discuss your motivation and proposals
 before sending a PR. We do not always accept new features, and we take the following
 factors into consideration:
 
-1. Whether the same feature can be achieved without modifying vissl.VISSL is designed to be extensible so that it's easy to extend any modular component and train custom models. If some part is not as extensible, you can also bring up the issue to make it more extensible.
+1. Whether the same feature can be achieved without modifying VISSL. VISSL is designed to be extensible so that it's easy to extend any modular component and train custom models. If some part is not as extensible, you can also bring up the issue to make it more extensible.
 2. Whether the feature is potentially useful to a large audience, or only to a small portion of users.
 3. Whether the proposed solution has a good design / interface.
 4. Whether the proposed solution adds extra mental/practical overhead to users who don't need such feature.

diff --git a/docs/source/hydra_config.rst b/docs/source/hydra_config.rst
@@ -95,7 +95,7 @@ For example:
 How to add new keys to the dictionary in config files
 ------------------------------------------------------
 
-If you want to add single key to a dictionary in the config, you can achieve that with :code:`+my_new_key_name=my_value`. Note the use if :code:`+`.
+If you want to add single key to a dictionary in the config, you can achieve that with :code:`+my_new_key_name=my_value`. Note the use of :code:`+`.
 
 For example:
 

diff --git a/docs/source/ssl_approaches/clusterfit.rst b/docs/source/ssl_approaches/clusterfit.rst
@@ -121,11 +121,11 @@ Citation
 
 .. code-block:: none
 
-    @misc{gidaris2018unsupervised,
-        title={Unsupervised Representation Learning by Predicting Image Rotations},
-        author={Spyros Gidaris and Praveer Singh and Nikos Komodakis},
-        year={2018},
-        eprint={1803.07728},
-        archivePrefix={arXiv},
-        primaryClass={cs.CV}
+    @misc{yan2019clusterfit,
+      title={ClusterFit: Improving Generalization of Visual Representations}, 
+      author={Xueting Yan and Ishan Misra and Abhinav Gupta and Deepti Ghadiyaram and Dhruv Mahajan},
+      year={2019},
+      eprint={1912.03330},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV}
     }