diff --git a/README.md b/README.md
index 90752224f..f80312458 100644
--- a/README.md
+++ b/README.md
@@ -122,7 +122,7 @@ spktrain experiment=qm9_atomwise run.data_dir=<path> model/representation=painn
 ```
 
 For more details on config groups, have a look at the
-[Hydra docs](https://hydra.cc/docs/next/tutorials/basic/your_first_app/config_groups).
+[Hydra docs](https://hydra.cc/docs/tutorials/basic/your_first_app/config_groups/).
 
 
 ### Example 2: Potential energy surfaces
diff --git a/docs/getstarted.rst b/docs/getstarted.rst
index 471a93eab..7e70e5bec 100644
--- a/docs/getstarted.rst
+++ b/docs/getstarted.rst
@@ -76,9 +76,9 @@ All values of the config can be changed from the command line, including the dir
 By default, the model is stored in a directory with a unique run id hash as a subdirectory of ``spk_workdir/runs``.
 This can be changed as follows::
 
-   $ spktrain experiment=qm9 run.data_dir=/my/data/dir run.path=~/all_my_runs run.id=this_run
+   $ spktrain experiment=qm9_atomwise run.data_dir=/my/data/dir run.path=~/all_my_runs run.id=this_run
 
-If you call ``spktrain experiment=qm9 --help``, you can see the full config with all the parameters
+If you call ``spktrain experiment=qm9_atomwise --help``, you can see the full config with all the parameters
 that can be changed.
 Nested parameters can be changed as follows::
 
@@ -114,7 +114,7 @@ If you would want to additionally change some value of this group, you could use
     $ spktrain experiment=qm9_atomwise data_dir=<path> model/representation=painn model.representation.n_interactions=5
 
 For more details on config groups, have a look at the
-`Hydra docs <https://hydra.cc/docs/next/tutorials/basic/your_first_app/config_groups>`_.
+`Hydra docs <https://hydra.cc/docs/tutorials/basic/your_first_app/config_groups/>`_.
 
 
 Example 2: Potential energy surfaces