diff --git a/README.md b/README.md
index 03e7ba3ec..395aecf69 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# Medical oncept Annotation Tool
+# Medical oncept Annotation Tool
[![Build Status](https://github.com/CogStack/MedCAT/actions/workflows/main.yml/badge.svg?branch=master)](https://github.com/CogStack/MedCAT/actions/workflows/main.yml?query=branch%3Amaster)
[![Documentation Status](https://readthedocs.org/projects/medcat/badge/?version=latest)](https://medcat.readthedocs.io/en/latest/?badge=latest)
@@ -50,7 +50,6 @@ Since MedCAT is primarily a library, logging has been effectively disabled by de
The idea is that the user can directly modify the logging behaviour of either the entire library or a certain set of modules within as they wish. We have provided a convenience method to add default handlers that log into the console as well as _medcat.log_ (`medcat.add_default_log_handlers`).
Some details as to how one can configure the logging are described in the [MedCAT Tutorials](https://github.com/CogStack/MedCATtutorials).
-PS: Currently (temporarily!) the tutorial is in the `tutorials` folder.
## Acknowledgements
Entity extraction was trained on [MedMentions](https://github.com/chanzuckerberg/MedMentions) In total it has ~ 35K entites from UMLS