diff --git a/docs/citation_style.jl b/docs/citation_style.jl
index 719aef7b57ea..38bb4d45a920 100644
--- a/docs/citation_style.jl
+++ b/docs/citation_style.jl
@@ -11,7 +11,7 @@ const oscar_style = :oscar
 
 # The long reference string in the bibliography
 function DocumenterCitations.format_bibliography_reference(style::Val{oscar_style}, entry)
-  return DocumenterCitations.format_labeled_bibliography_reference(style, entry)
+  return DocumenterCitations.format_labeled_bibliography_reference(style, entry; article_link_doi_in_title=true)
 end
 
 # The label in the bibliography
diff --git a/src/utils/docs.jl b/src/utils/docs.jl
index 3c59a6a902b1..dc508c599fad 100644
--- a/src/utils/docs.jl
+++ b/src/utils/docs.jl
@@ -32,6 +32,7 @@ function doc_init(;path=mktempdir())
       Pkg.develop(path=Base.pkgdir(pkg))
     end
     Pkg.develop(path=oscardir)
+    Pkg.add(url="https://github.com/JuliaDocs/DocumenterCitations.jl", rev="1cc81590893888b9670b5fb86dd935895847061d")
     Pkg.instantiate()
     Base.include(Main, joinpath(oscardir, "docs", "make_work.jl"))
   end