diff --git a/.gitattributes b/.gitattributes
index 28df5f900b358436f0267334b3e3e9af33f917ba..d1d4a2edd5ac5f916f157bd5857b4e208f0ed6fe 100644
--- a/.gitattributes
+++ b/.gitattributes
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diff --git a/README.md b/README.md
index 9c3a6d84a1475d18e7a63337dca42ff884ae8e5a..62fdc65b13699b44d6a9bb9c7e5623bb0209371b 100644
--- a/README.md
+++ b/README.md
@@ -659,12 +659,25 @@ More info can be found here: https://oscar-project.github.io/documentation/versi
 
 Paper link: https://arxiv.org/abs/2406.08707
 
+**New features:**
+- Additional filtering steps were applied to remove toxic content (more details in the next version of the paper, coming soon).
+- Spanish split is now complete.
+- Face detection in images to blur them once downloaded (coordinates are reported on images of size 256 respecting aspect ratio).
+- Additional language identification of the documents to improve document-language matching.
+- Replace most of Personal Identifiable Information by generic strings.
+
+Previous version remains available, to continue using it:
+```
+dataset = load_dataset("oscar-corpus/mOSCAR", revision="v1")
+```
+
 # Layout
 ```
 {
     'images': [{'img_idx': '#000002',
                 'sha512': '65c1e5605d48f8753256f758bd442cbdd43e6987691227b1ea6b81430ff36609f46d448c8171546232fe0c258d9e44ce4378f32e8ada5c43c314df5a5e230de2',
-                'url': 'https://actuconsommation.fr/wp-content/uploads/2020/05/Disneylands-Japon-1068x712.jpg'}],
+                'url': 'https://actuconsommation.fr/wp-content/uploads/2020/05/Disneylands-Japon-1068x712.jpg',
+                'faces_loc': [x0, y0, x1, y1]}],
     'metadata': [{'node_order': 'img_#000002|txt_#000000|txt_#000001|txt_#000002|txt_#000003|txt_#000004|txt_#000005|txt_#000006|txt_#000009',
                   'url': 'https://actuconsommation.fr/2020/05/11/disneyland-une-reouverture-sous-haute-securite-a-shanghai-ce-lundi/'}],
     'text': [{'text': 'Disneyland : une réouverture sous haute sécurité à Shanghai ce lundi', 'text_idx': '#000000'},
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