diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # torchTextClassifiers
 
-[![Documentation](https://img.shields.io/badge/docs-latest-blue.svg)](https://inseeflab.github.io/torchTextClassifiers/)
+[![Documentation](https://img.shields.io/badge/docs-latest-blue.svg)](https://inseefrlab.github.io/torchTextClassifiers/)
 
 A unified, extensible framework for text classification with categorical variables built on [PyTorch](https://pytorch.org/) and [PyTorch Lightning](https://lightning.ai/docs/pytorch/stable/).
 
@@ -58,3 +58,4 @@ See the [examples/](examples/) directory for:
 
 This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.
 
+