diff --git a/DESCRIPTION b/DESCRIPTION
index c9f250a..61d303f 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -61,4 +61,4 @@ Config/testthat/edition: 3
 Config/usethis/last-upkeep: 2025-04-24
 Encoding: UTF-8
 Roxygen: list(markdown = TRUE)
-RoxygenNote: 7.3.2
+RoxygenNote: 7.3.3
diff --git a/R/collapse_cart.R b/R/collapse_cart.R
index fc34fca..e278f9f 100644
--- a/R/collapse_cart.R
+++ b/R/collapse_cart.R
@@ -66,6 +66,7 @@
 #'   ) |>
 #'   prep()
 #' tidy(rec, number = 1)
+#' @seealso [step_collapse_stringdist()]
 #' @export
 step_collapse_cart <-
   function(
diff --git a/R/collapse_stringdist.R b/R/collapse_stringdist.R
index e1303fc..f7fa38d 100644
--- a/R/collapse_stringdist.R
+++ b/R/collapse_stringdist.R
@@ -65,6 +65,7 @@
 #'   bake(new_data = NULL)
 #'
 #' tidy(rec, 1)
+#' @seealso [step_collapse_cart()]
 #' @export
 step_collapse_stringdist <-
   function(
@@ -185,7 +186,9 @@ collapse_stringdist_impl <- function(x, dist, method, options) {
     repeat {
       group[selected] <- TRUE
       new_selected <- pairs[pairs[, 2] %in% selected, 1]
-      if (length(new_selected) == 0) break
+      if (length(new_selected) == 0) {
+        break
+      }
       pairs <- pairs[!pairs[, 2] %in% selected, , drop = FALSE]
       selected <- new_selected
     }
diff --git a/R/discretize_cart.R b/R/discretize_cart.R
index 84f780e..c8afd65 100644
--- a/R/discretize_cart.R
+++ b/R/discretize_cart.R
@@ -86,8 +86,7 @@
 #' tidy(cart_rec, id = "cart splits")
 #'
 #' bake(cart_rec, ad_data_te, tau)
-#' @seealso [embed::step_discretize_xgb()], [recipes::recipe()],
-#' [recipes::prep()], [recipes::bake()]
+#' @seealso [recipes::step_discretize()], [step_discretize_xgb()]
 #' @export
 step_discretize_cart <-
   function(
diff --git a/R/discretize_xgb.R b/R/discretize_xgb.R
index afe8702..76eb21f 100644
--- a/R/discretize_xgb.R
+++ b/R/discretize_xgb.R
@@ -99,8 +99,7 @@
 #' xgb_rec <- prep(xgb_rec, training = credit_data_tr)
 #'
 #' bake(xgb_rec, credit_data_te, Assets)
-#' @seealso [embed::step_discretize_cart()], [recipes::recipe()],
-#' [recipes::prep()], [recipes::bake()]
+#' @seealso [recipes::step_discretize()], [step_discretize_cart()]
 #' @export
 step_discretize_xgb <-
   function(
diff --git a/R/lencode.R b/R/lencode.R
index d29a9be..69db5c6 100644
--- a/R/lencode.R
+++ b/R/lencode.R
@@ -104,6 +104,7 @@
 #' bake(reencoded, grants_other)
 #'
 #' tidy(reencoded, 1)
+#' @seealso [step_lencode_bayes()], [step_lencode_glm()], [step_lencode_mixed()]
 #' @export
 step_lencode <-
   function(
diff --git a/R/lencode_bayes.R b/R/lencode_bayes.R
index 9466ff1..c285a34 100644
--- a/R/lencode_bayes.R
+++ b/R/lencode_bayes.R
@@ -104,6 +104,7 @@
 #' reencoded <- recipe(class ~ sponsor_code, data = grants_other) |>
 #'   step_lencode_bayes(sponsor_code, outcome = vars(class))
 #' }
+#' @seealso [step_lencode()], [step_lencode_glm()], [step_lencode_mixed()]
 #' @export
 step_lencode_bayes <-
   function(
diff --git a/R/lencode_glm.R b/R/lencode_glm.R
index cef5204..0ce7365 100644
--- a/R/lencode_glm.R
+++ b/R/lencode_glm.R
@@ -78,6 +78,7 @@
 #' reencoded <- recipe(class ~ sponsor_code, data = grants_other) |>
 #'   step_lencode_glm(sponsor_code, outcome = vars(class))
 #' }
+#' @seealso [step_lencode()], [step_lencode_bayes()], [step_lencode_mixed()]
 #' @export
 step_lencode_glm <-
   function(
diff --git a/R/lencode_mixed.R b/R/lencode_mixed.R
index 1c30bb6..7490fb2 100644
--- a/R/lencode_mixed.R
+++ b/R/lencode_mixed.R
@@ -91,6 +91,7 @@
 #' reencoded <- recipe(class ~ sponsor_code, data = grants_other) |>
 #'   step_lencode_mixed(sponsor_code, outcome = vars(class))
 #' }
+#' @seealso [step_lencode()], [step_lencode_bayes()], [step_lencode_glm()]
 #' @export
 step_lencode_mixed <-
   function(
diff --git a/R/pca_sparse.R b/R/pca_sparse.R
index c077eb4..3419fc7 100644
--- a/R/pca_sparse.R
+++ b/R/pca_sparse.R
@@ -64,7 +64,9 @@
 #'
 #' @template case-weights-not-supported
 #'
-#' @seealso [step_pca_sparse_bayes()]
+#' @seealso [recipes::step_pca()], [recipes::step_kpca()],
+#'   [recipes::step_kpca_poly()], [recipes::step_kpca_rbf()],
+#'   [step_pca_sparse_bayes()], [step_pca_truncated()]
 #' @examplesIf rlang::is_installed(c("modeldata", "ggplot2"))
 #' library(recipes)
 #' library(ggplot2)
diff --git a/R/pca_sparse_bayes.R b/R/pca_sparse_bayes.R
index 247f0a4..565e8b4 100644
--- a/R/pca_sparse_bayes.R
+++ b/R/pca_sparse_bayes.R
@@ -83,7 +83,9 @@
 #'
 #' @template case-weights-not-supported
 #'
-#' @seealso [step_pca_sparse()]
+#' @seealso [recipes::step_pca()], [recipes::step_kpca()],
+#'   [recipes::step_kpca_poly()], [recipes::step_kpca_rbf()],
+#'   [step_pca_sparse()], [step_pca_truncated()]
 #' @examplesIf rlang::is_installed(c("modeldata", "ggplot2"))
 #' library(recipes)
 #' library(ggplot2)
diff --git a/R/pca_truncated.R b/R/pca_truncated.R
index c7a921a..d2c616b 100644
--- a/R/pca_truncated.R
+++ b/R/pca_truncated.R
@@ -83,6 +83,9 @@
 #'
 #' tidy(pca_trans, number = 2)
 #' tidy(pca_estimates, number = 2)
+#' @seealso [recipes::step_pca()], [recipes::step_kpca()],
+#'   [recipes::step_kpca_poly()], [recipes::step_kpca_rbf()],
+#'   [step_pca_sparse_bayes()], [step_pca_sparse()]
 #' @export
 step_pca_truncated <- function(
   recipe,
diff --git a/man/embed-package.Rd b/man/embed-package.Rd
index 4a19ee0..8eb6ce6 100644
--- a/man/embed-package.Rd
+++ b/man/embed-package.Rd
@@ -29,7 +29,7 @@ Authors:
 
 Other contributors:
 \itemize{
-  \item Posit Software, PBC (03wc8by49) [copyright holder, funder]
+  \item Posit Software, PBC (\href{https://ror.org/03wc8by49}{ROR}) [copyright holder, funder]
 }
 
 }
diff --git a/man/step_collapse_cart.Rd b/man/step_collapse_cart.Rd
index c204f4c..d25b0c2 100644
--- a/man/step_collapse_cart.Rd
+++ b/man/step_collapse_cart.Rd
@@ -90,7 +90,7 @@ The underlying operation does not allow for case weights.
 }
 
 \examples{
-\dontshow{if (rlang::is_installed(c("modeldata", "rpart"))) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed(c("modeldata", "rpart"))) withAutoprint(\{ # examplesIf}
 data(ames, package = "modeldata")
 ames$Sale_Price <- log10(ames$Sale_Price)
 
@@ -104,3 +104,6 @@ rec <-
 tidy(rec, number = 1)
 \dontshow{\}) # examplesIf}
 }
+\seealso{
+\code{\link[=step_collapse_stringdist]{step_collapse_stringdist()}}
+}
diff --git a/man/step_collapse_stringdist.Rd b/man/step_collapse_stringdist.Rd
index 60c43a2..6bc6a5e 100644
--- a/man/step_collapse_stringdist.Rd
+++ b/man/step_collapse_stringdist.Rd
@@ -85,7 +85,7 @@ The underlying operation does not allow for case weights.
 }
 
 \examples{
-\dontshow{if (rlang::is_installed("stringdist")) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed("stringdist")) withAutoprint(\{ # examplesIf}
 library(recipes)
 library(tibble)
 data0 <- tibble(
@@ -112,3 +112,6 @@ rec |>
 tidy(rec, 1)
 \dontshow{\}) # examplesIf}
 }
+\seealso{
+\code{\link[=step_collapse_cart]{step_collapse_cart()}}
+}
diff --git a/man/step_discretize_cart.Rd b/man/step_discretize_cart.Rd
index 9280d17..1e97be1 100644
--- a/man/step_discretize_cart.Rd
+++ b/man/step_discretize_cart.Rd
@@ -106,7 +106,7 @@ To use them, see the documentation in \link[recipes:case_weights]{recipes::case_
 }
 
 \examples{
-\dontshow{if (rlang::is_installed("modeldata")) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed("modeldata")) withAutoprint(\{ # examplesIf}
 library(modeldata)
 data(ad_data)
 library(rsample)
@@ -132,6 +132,5 @@ bake(cart_rec, ad_data_te, tau)
 \dontshow{\}) # examplesIf}
 }
 \seealso{
-\code{\link[=step_discretize_xgb]{step_discretize_xgb()}}, \code{\link[recipes:recipe]{recipes::recipe()}},
-\code{\link[recipes:prep]{recipes::prep()}}, \code{\link[recipes:bake]{recipes::bake()}}
+\code{\link[recipes:step_discretize]{recipes::step_discretize()}}, \code{\link[=step_discretize_xgb]{step_discretize_xgb()}}
 }
diff --git a/man/step_discretize_xgb.Rd b/man/step_discretize_xgb.Rd
index cacc7e7..3fa8552 100644
--- a/man/step_discretize_xgb.Rd
+++ b/man/step_discretize_xgb.Rd
@@ -129,7 +129,7 @@ To use them, see the documentation in \link[recipes:case_weights]{recipes::case_
 }
 
 \examples{
-\dontshow{if (rlang::is_installed(c("xgboost", "modeldata"))) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed(c("xgboost", "modeldata"))) withAutoprint(\{ # examplesIf}
 library(rsample)
 library(recipes)
 data(credit_data, package = "modeldata")
@@ -151,6 +151,5 @@ bake(xgb_rec, credit_data_te, Assets)
 \dontshow{\}) # examplesIf}
 }
 \seealso{
-\code{\link[=step_discretize_cart]{step_discretize_cart()}}, \code{\link[recipes:recipe]{recipes::recipe()}},
-\code{\link[recipes:prep]{recipes::prep()}}, \code{\link[recipes:bake]{recipes::bake()}}
+\code{\link[recipes:step_discretize]{recipes::step_discretize()}}, \code{\link[=step_discretize_cart]{step_discretize_cart()}}
 }
diff --git a/man/step_embed.Rd b/man/step_embed.Rd
index 7b940dc..eb56e35 100644
--- a/man/step_embed.Rd
+++ b/man/step_embed.Rd
@@ -177,7 +177,7 @@ The underlying operation does not allow for case weights.
 }
 
 \examples{
-\dontshow{if (!embed:::is_cran_check() && rlang::is_installed(c("modeldata", "keras3"))) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (!embed:::is_cran_check() && rlang::is_installed(c("modeldata", "keras3"))) withAutoprint(\{ # examplesIf}
 data(grants, package = "modeldata")
 
 set.seed(1)
diff --git a/man/step_lencode.Rd b/man/step_lencode.Rd
index f3bc7d1..c4a76b7 100644
--- a/man/step_lencode.Rd
+++ b/man/step_lencode.Rd
@@ -112,7 +112,7 @@ To use them, see the documentation in \link[recipes:case_weights]{recipes::case_
 }
 
 \examples{
-\dontshow{if (rlang::is_installed("modeldata")) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed("modeldata")) withAutoprint(\{ # examplesIf}
 library(recipes)
 library(dplyr)
 library(modeldata)
@@ -138,5 +138,8 @@ Explorations Newsletter, 3(1), 27-32.
 Zumel N and Mount J (2017) "vtreat: a data.frame Processor for Predictive
 Modeling," arXiv:1611.09477
 }
+\seealso{
+\code{\link[=step_lencode_bayes]{step_lencode_bayes()}}, \code{\link[=step_lencode_glm]{step_lencode_glm()}}, \code{\link[=step_lencode_mixed]{step_lencode_mixed()}}
+}
 \concept{preprocessing encoding}
 \keyword{datagen}
diff --git a/man/step_lencode_bayes.Rd b/man/step_lencode_bayes.Rd
index 4c1969a..2ea7916 100644
--- a/man/step_lencode_bayes.Rd
+++ b/man/step_lencode_bayes.Rd
@@ -107,7 +107,7 @@ To use them, see the documentation in \link[recipes:case_weights]{recipes::case_
 }
 
 \examples{
-\dontshow{if (rlang::is_installed("modeldata")) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed("modeldata")) withAutoprint(\{ # examplesIf}
 library(recipes)
 library(dplyr)
 library(modeldata)
@@ -139,5 +139,8 @@ Modeling," arXiv:1611.09477
 "Estimating Generalized (Non-)Linear Models with Group-Specific Terms with
 \code{rstanarm}" \url{http://mc-stan.org/rstanarm/articles/glmer.html}
 }
+\seealso{
+\code{\link[=step_lencode]{step_lencode()}}, \code{\link[=step_lencode_glm]{step_lencode_glm()}}, \code{\link[=step_lencode_mixed]{step_lencode_mixed()}}
+}
 \concept{preprocessing encoding}
 \keyword{datagen}
diff --git a/man/step_lencode_glm.Rd b/man/step_lencode_glm.Rd
index 44f668b..a883ae6 100644
--- a/man/step_lencode_glm.Rd
+++ b/man/step_lencode_glm.Rd
@@ -87,7 +87,7 @@ To use them, see the documentation in \link[recipes:case_weights]{recipes::case_
 }
 
 \examples{
-\dontshow{if (rlang::is_installed("modeldata")) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed("modeldata")) withAutoprint(\{ # examplesIf}
 library(recipes)
 library(dplyr)
 library(modeldata)
@@ -110,5 +110,8 @@ Explorations Newsletter, 3(1), 27-32.
 Zumel N and Mount J (2017) "vtreat: a data.frame Processor for Predictive
 Modeling," arXiv:1611.09477
 }
+\seealso{
+\code{\link[=step_lencode]{step_lencode()}}, \code{\link[=step_lencode_bayes]{step_lencode_bayes()}}, \code{\link[=step_lencode_mixed]{step_lencode_mixed()}}
+}
 \concept{preprocessing encoding}
 \keyword{datagen}
diff --git a/man/step_lencode_mixed.Rd b/man/step_lencode_mixed.Rd
index c0692c8..ae9075f 100644
--- a/man/step_lencode_mixed.Rd
+++ b/man/step_lencode_mixed.Rd
@@ -101,7 +101,7 @@ To use them, see the documentation in \link[recipes:case_weights]{recipes::case_
 }
 
 \examples{
-\dontshow{if (rlang::is_installed("modeldata")) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed("modeldata")) withAutoprint(\{ # examplesIf}
 library(recipes)
 library(dplyr)
 library(modeldata)
@@ -124,5 +124,8 @@ Explorations Newsletter, 3(1), 27-32.
 Zumel N and Mount J (2017) "vtreat: a data.frame Processor for Predictive
 Modeling," arXiv:1611.09477
 }
+\seealso{
+\code{\link[=step_lencode]{step_lencode()}}, \code{\link[=step_lencode_bayes]{step_lencode_bayes()}}, \code{\link[=step_lencode_glm]{step_lencode_glm()}}
+}
 \concept{preprocessing encoding}
 \keyword{datagen}
diff --git a/man/step_pca_sparse.Rd b/man/step_pca_sparse.Rd
index 17c3fa8..e6300a0 100644
--- a/man/step_pca_sparse.Rd
+++ b/man/step_pca_sparse.Rd
@@ -114,7 +114,7 @@ The underlying operation does not allow for case weights.
 }
 
 \examples{
-\dontshow{if (rlang::is_installed(c("modeldata", "ggplot2"))) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed(c("modeldata", "ggplot2"))) withAutoprint(\{ # examplesIf}
 library(recipes)
 library(ggplot2)
 
@@ -142,7 +142,9 @@ tidy(ad_rec, id = "sparse pca") |>
 \dontshow{\}) # examplesIf}
 }
 \seealso{
-\code{\link[=step_pca_sparse_bayes]{step_pca_sparse_bayes()}}
+\code{\link[recipes:step_pca]{recipes::step_pca()}}, \code{\link[recipes:step_kpca]{recipes::step_kpca()}},
+\code{\link[recipes:step_kpca_poly]{recipes::step_kpca_poly()}}, \code{\link[recipes:step_kpca_rbf]{recipes::step_kpca_rbf()}},
+\code{\link[=step_pca_sparse_bayes]{step_pca_sparse_bayes()}}, \code{\link[=step_pca_truncated]{step_pca_truncated()}}
 }
 \concept{pca}
 \concept{preprocessing}
diff --git a/man/step_pca_sparse_bayes.Rd b/man/step_pca_sparse_bayes.Rd
index 7e6a10e..884ccb8 100644
--- a/man/step_pca_sparse_bayes.Rd
+++ b/man/step_pca_sparse_bayes.Rd
@@ -134,7 +134,7 @@ The underlying operation does not allow for case weights.
 }
 
 \examples{
-\dontshow{if (rlang::is_installed(c("modeldata", "ggplot2"))) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed(c("modeldata", "ggplot2"))) withAutoprint(\{ # examplesIf}
 library(recipes)
 library(ggplot2)
 
@@ -167,7 +167,9 @@ Ning, B. (2021). Spike and slab Bayesian sparse principal
 component analysis. arXiv:2102.00305.
 }
 \seealso{
-\code{\link[=step_pca_sparse]{step_pca_sparse()}}
+\code{\link[recipes:step_pca]{recipes::step_pca()}}, \code{\link[recipes:step_kpca]{recipes::step_kpca()}},
+\code{\link[recipes:step_kpca_poly]{recipes::step_kpca_poly()}}, \code{\link[recipes:step_kpca_rbf]{recipes::step_kpca_rbf()}},
+\code{\link[=step_pca_sparse]{step_pca_sparse()}}, \code{\link[=step_pca_truncated]{step_pca_truncated()}}
 }
 \concept{pca}
 \concept{preprocessing}
diff --git a/man/step_pca_truncated.Rd b/man/step_pca_truncated.Rd
index 6d8e55f..4e1d60d 100644
--- a/man/step_pca_truncated.Rd
+++ b/man/step_pca_truncated.Rd
@@ -153,3 +153,8 @@ tidy(pca_estimates, number = 2)
 \references{
 Jolliffe, I. T. (2010). \emph{Principal Component Analysis}. Springer.
 }
+\seealso{
+\code{\link[recipes:step_pca]{recipes::step_pca()}}, \code{\link[recipes:step_kpca]{recipes::step_kpca()}},
+\code{\link[recipes:step_kpca_poly]{recipes::step_kpca_poly()}}, \code{\link[recipes:step_kpca_rbf]{recipes::step_kpca_rbf()}},
+\code{\link[=step_pca_sparse_bayes]{step_pca_sparse_bayes()}}, \code{\link[=step_pca_sparse]{step_pca_sparse()}}
+}
diff --git a/man/step_umap.Rd b/man/step_umap.Rd
index 806c168..f4c003c 100644
--- a/man/step_umap.Rd
+++ b/man/step_umap.Rd
@@ -166,7 +166,7 @@ prepped recipes, see the \href{https://rstudio.github.io/bundle/}{bundle} packag
 }
 
 \examples{
-\dontshow{if (rlang::is_installed("ggplot2") && rlang::is_installed("irlba", version = "2.3.5.2")) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed("ggplot2") && rlang::is_installed("irlba", version = "2.3.5.2")) withAutoprint(\{ # examplesIf}
 library(recipes)
 library(ggplot2)
 
diff --git a/man/step_woe.Rd b/man/step_woe.Rd
index cd6291e..62e6f01 100644
--- a/man/step_woe.Rd
+++ b/man/step_woe.Rd
@@ -137,7 +137,7 @@ The underlying operation does not allow for case weights.
 }
 
 \examples{
-\dontshow{if (rlang::is_installed("modeldata")) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
+\dontshow{if (rlang::is_installed("modeldata")) withAutoprint(\{ # examplesIf}
 library(modeldata)
 data("credit_data")