diff --git a/R/TuningSpace.R b/R/TuningSpace.R
index a947d7e..c6232dd 100644
--- a/R/TuningSpace.R
+++ b/R/TuningSpace.R
@@ -57,7 +57,7 @@ TuningSpace = R6Class("TuningSpace",
     learner = NULL,
 
     #' @field package (`character(1)`)\cr
-    #'   Packages which provide the [Learner], e.g. \CRANpkg{mlr3learners} for the learner
+    #'   Packages which provide the [mlr3::Learner], e.g. \CRANpkg{mlr3learners} for the learner
     #'   [mlr3learners::LearnerClassifRanger] which interfaces the \CRANpkg{ranger} package.
     package = NULL,
 
@@ -87,7 +87,7 @@ TuningSpace = R6Class("TuningSpace",
     #'   [mlr3::Learner] of the tuning space.
     #'
     #' @param package (`character()`)\cr
-    #'   Packages which provide the [Learner], e.g. \CRANpkg{mlr3learners} for the learner
+    #'   Packages which provide the [mlr3::Learner], e.g. \CRANpkg{mlr3learners} for the learner
     #'   [mlr3learners::LearnerClassifRanger] which interfaces the \CRANpkg{ranger} package.
     #'
     #' @param label (`character(1)`)\cr
@@ -108,7 +108,7 @@ TuningSpace = R6Class("TuningSpace",
     },
 
     #' @description
-    #' Returns a learner with [TuneToken] set in parameter set.
+    #' Returns a learner with [paradox::TuneToken] set in parameter set.
     #'
     #' @param ... (named ‘list()’)\cr
     #'   Passed to `mlr3::lrn()`. Named arguments passed to the constructor, to
diff --git a/man/TuningSpace.Rd b/man/TuningSpace.Rd
index 10626f4..4da428a 100644
--- a/man/TuningSpace.Rd
+++ b/man/TuningSpace.Rd
@@ -62,7 +62,7 @@ Arbitrary tags to group and filter tuning space e.g. \code{"classification"} or
 \link[mlr3:Learner]{mlr3::Learner} of the tuning space.}
 
 \item{\code{package}}{(\code{character(1)})\cr
-Packages which provide the \link{Learner}, e.g. \CRANpkg{mlr3learners} for the learner
+Packages which provide the \link[mlr3:Learner]{mlr3::Learner}, e.g. \CRANpkg{mlr3learners} for the learner
 \link[mlr3learners:mlr_learners_classif.ranger]{mlr3learners::LearnerClassifRanger} which interfaces the \CRANpkg{ranger} package.}
 
 \item{\code{label}}{(\code{character(1)})\cr
@@ -119,7 +119,7 @@ Tags to group and filter tuning spaces e.g. \code{"classification"} or "\code{re
 \link[mlr3:Learner]{mlr3::Learner} of the tuning space.}
 
 \item{\code{package}}{(\code{character()})\cr
-Packages which provide the \link{Learner}, e.g. \CRANpkg{mlr3learners} for the learner
+Packages which provide the \link[mlr3:Learner]{mlr3::Learner}, e.g. \CRANpkg{mlr3learners} for the learner
 \link[mlr3learners:mlr_learners_classif.ranger]{mlr3learners::LearnerClassifRanger} which interfaces the \CRANpkg{ranger} package.}
 
 \item{\code{label}}{(\code{character(1)})\cr
@@ -137,7 +137,7 @@ The referenced help package can be opened via method \verb{$help()}.}
 \if{html}{\out{<a id="method-TuningSpace-get_learner"></a>}}
 \if{latex}{\out{\hypertarget{method-TuningSpace-get_learner}{}}}
 \subsection{Method \code{get_learner()}}{
-Returns a learner with \link{TuneToken} set in parameter set.
+Returns a learner with \link[paradox:to_tune]{paradox::TuneToken} set in parameter set.
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{TuningSpace$get_learner(...)}\if{html}{\out{</div>}}
 }