From ceb797e0eb4d8051346eccc007325dee12bf8053 Mon Sep 17 00:00:00 2001
From: Pablo Badilla <pbadilla.torrealba@gmail.com>
Date: Fri, 30 Sep 2022 17:13:07 -0300
Subject: [PATCH] Fix contributors and multilingual examples link

---
 README.rst                     | 13 +++++++------
 docs/examples/multilingual.rst |  2 +-
 2 files changed, 8 insertions(+), 7 deletions(-)

diff --git a/README.rst b/README.rst
index 600296b..56ca110 100644
--- a/README.rst
+++ b/README.rst
@@ -257,17 +257,18 @@ Team
 - `Pablo Badilla <https://github.com/pbadillatorrealba/>`_.
 - `Felipe Bravo-Marquez <https://felipebravom.com/>`_.
 - `Jorge Pérez <https://users.dcc.uchile.cl/~jperez/>`_.
+- `María José Zambrano  <https://github.com/mzambrano1/>`_.
 
 Contributors
 ------------
 
+
 We thank all our contributors who have allowed WEFE to grow, especially 
 `stolenpyjak <https://github.com/stolenpyjak/>`_ and 
-`mspl13 <https://github.com/mspl13/>`_ for implementing new metrics for static 
-embedding measurement.
-We also thank `alan-cueva <https://github.com/alan-cueva>`_ for his contribution to
-the implementation of metrics in contextual models.
-Thanks are also due to `harshvr15 <https://github.com/harshvr15>`_ for implementing
-several examples, thus facilitating the use of WEFE for newcomers.
+`mspl13 <https://github.com/mspl13/>`_ for implementing new metrics.
+
+We also thank `alan-cueva <https://github.com/alan-cueva/>`_ for initiating the development 
+of metrics for contextualized embedding models and 
+`harshvr15 <https://github.com/harshvr15/>`_ for the examples of multi-language bias measurement.
 
 Thank you very much 😊!
diff --git a/docs/examples/multilingual.rst b/docs/examples/multilingual.rst
index db7f53c..3adb9b2 100644
--- a/docs/examples/multilingual.rst
+++ b/docs/examples/multilingual.rst
@@ -3,7 +3,7 @@ Multilingual Gender Bias Measurement Examples
 =============================================
 
 The notebooks located in 
-`multilingual examples folder <https://github.com/dccuchile/wefe/blob/99adb03a7f096685a47dd0a1d77861da77f7b3ca/examples/multilingual>`_ 
+`multilingual examples folder <https://github.com/dccuchile/wefe/tree/master/examples/multilingual>`_ 
 show how to measure gender bias in static embeddings from gender queries in different
 languages.