diff --git a/Makefile b/Makefile
index 752468e..602186c 100644
--- a/Makefile
+++ b/Makefile
@@ -81,12 +81,14 @@ release:          ## Create a new tag for release.
 	@echo "$${TAG}" > scprint/VERSION
 	@sed -i 's/^version = .*/version = "'$${TAG}'"/' pyproject.toml
 	@$(ENV_PREFIX)gitchangelog > HISTORY.md
-	@git add scprint/VERSION HISTORY.md
+	@git add scprint/VERSION HISTORY.md pyproject.toml
 	@git commit -m "release: version $${TAG} 🚀"
 	@echo "creating git tag : $${TAG}"
 	@git tag $${TAG}
 	@git push -u origin HEAD --tags
 	@echo "Github Actions will detect the new tag and release the new version."
+	@mkdocs gh-deploy
+	@echo "Documentation deployed to https://jkobject.github.io/scPRINT/"
 
 .PHONY: docs
 docs:             ## Build the documentation.
diff --git a/docs/embedder.md b/docs/embedder.md
index 11f5444..499cf00 100644
--- a/docs/embedder.md
+++ b/docs/embedder.md
@@ -4,9 +4,4 @@
     handler: python
 
 ::: scprint.tokenizers.embedder
-    handler: python
-
-## other tokenizers from scGPT and GeneFormer
-
-::: scprint.tokenizers.tokenizer
     handler: python
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index ce98420..26b680e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "scprint"
-version = "1.0.15"
+version = "1.1.2"
 license = "MIT"
 description = "scPRINT is a Large Cell Model for Gene Network Inference, Denoising and more from scRNAseq data"
 authors = ["jeremie kalfon"]