diff --git a/R/CR_Response.R b/R/CR_Response.R
index 6e29d00..d8a7134 100644
--- a/R/CR_Response.R
+++ b/R/CR_Response.R
@@ -8,7 +8,7 @@
 #'
 #' @param delta A vector of integers detailing the event that occurred. A value
 #'   of 0 denotes that censoring occurred first and that time was recorded.
-#' @param u A vector of numerics detailing the recorded event times (possibly
+#' @param u A numeric vector detailing the recorded event times (possibly
 #'   censored).
 #' @param C If the censoring times are known for all observations, they can be
 #'   included which allows for \code{\link{GrayLogRankSplitFinder}} to be used.
diff --git a/R/Numeric.R b/R/Numeric.R
index 6eadf01..96259cb 100644
--- a/R/Numeric.R
+++ b/R/Numeric.R
@@ -1,7 +1,10 @@
 
 #' Numeric
 #'
-#' An internal function that converts an R vector of numerics or integers into an R list containing java.lang.Double objects. This method does not need to be used directly by the user, as \code{\link{train}} will automatically handle numeric responses if you're working in the regression settings.
+#' An internal function that converts an R vector of numerics or integers into
+#' an R list containing java.lang.Double objects. This method does not need to
+#' be used directly by the user, as \code{\link{train}} will automatically
+#' handle numeric responses if you're working in the regression settings.
 #' @param y The R vector of numbers
 #' @export
 #' @return An R list containing rJava Doubles.
diff --git a/R/addTrees.R b/R/addTrees.R
index 75331ee..bb7f41a 100644
--- a/R/addTrees.R
+++ b/R/addTrees.R
@@ -9,8 +9,8 @@
 #' @param forest An existing forest.
 #' @param numTreesToAdd The number of trees to add.
 #' @param savePath If saving the forest, the directory to save to. Default is
-#'   \code{NULL}. Note that you need to respecify the path if you're modifying a
-#'   previously saved forest.
+#'   \code{NULL}. Note that you need to re-specify the path if you're modifying
+#'   a previously saved forest.
 #' @param savePath.overwrite If \code{savePath} is pointing to an existing
 #'   directory, possibly containing another forest, this specifies what should
 #'   be done.
diff --git a/R/cr_components.R b/R/cr_components.R
index a958812..2e7817d 100644
--- a/R/cr_components.R
+++ b/R/cr_components.R
@@ -10,7 +10,7 @@
 #' The user only needs to pass this object into \code{\link{train}} as the
 #' \code{forestResponseCombiner} parameter.
 #'
-#' @param events A vector of integers specifying which competing risk events's
+#' @param events A vector of integers specifying which competing risks event
 #'   functions should be processed. This should correspond to all of the
 #'   competing risk events that can occur, from 1 to the largest number.
 #' @param times An optional numeric vector that forces the output functions to
@@ -66,7 +66,7 @@ CR_FunctionCombiner <- function(events, times = NULL){
 #' The user only needs to pass this object into \code{\link{train}} as the
 #' \code{nodeResponseCombiner} parameter.
 #'
-#' @param events A vector of integers specifying which competing risk events's
+#' @param events A vector of integers specifying which competing risks event
 #'   functions should be processed. This should correspond to all of the
 #'   competing risk events that can occur, from 1 to the largest number.
 #' @export
diff --git a/man/CR_FunctionCombiner.Rd b/man/CR_FunctionCombiner.Rd
index 929ec68..9d66f19 100644
--- a/man/CR_FunctionCombiner.Rd
+++ b/man/CR_FunctionCombiner.Rd
@@ -7,7 +7,7 @@
 CR_FunctionCombiner(events, times = NULL)
 }
 \arguments{
-\item{events}{A vector of integers specifying which competing risk events's
+\item{events}{A vector of integers specifying which competing risks event
 functions should be processed. This should correspond to all of the
 competing risk events that can occur, from 1 to the largest number.}
 
diff --git a/man/CR_Response.Rd b/man/CR_Response.Rd
index a09a694..8e2c17b 100644
--- a/man/CR_Response.Rd
+++ b/man/CR_Response.Rd
@@ -10,7 +10,7 @@ CR_Response(delta, u, C = NULL)
 \item{delta}{A vector of integers detailing the event that occurred. A value
 of 0 denotes that censoring occurred first and that time was recorded.}
 
-\item{u}{A vector of numerics detailing the recorded event times (possibly
+\item{u}{A numeric vector detailing the recorded event times (possibly
 censored).}
 
 \item{C}{If the censoring times are known for all observations, they can be
diff --git a/man/CR_ResponseCombiner.Rd b/man/CR_ResponseCombiner.Rd
index 61a53bb..43e6017 100644
--- a/man/CR_ResponseCombiner.Rd
+++ b/man/CR_ResponseCombiner.Rd
@@ -7,7 +7,7 @@
 CR_ResponseCombiner(events)
 }
 \arguments{
-\item{events}{A vector of integers specifying which competing risk events's
+\item{events}{A vector of integers specifying which competing risks event
 functions should be processed. This should correspond to all of the
 competing risk events that can occur, from 1 to the largest number.}
 }
diff --git a/man/Numeric.Rd b/man/Numeric.Rd
index 4e3f6ae..6fc746b 100644
--- a/man/Numeric.Rd
+++ b/man/Numeric.Rd
@@ -13,7 +13,10 @@ Numeric(y)
 An R list containing rJava Doubles.
 }
 \description{
-An internal function that converts an R vector of numerics or integers into an R list containing java.lang.Double objects. This method does not need to be used directly by the user, as \code{\link{train}} will automatically handle numeric responses if you're working in the regression settings.
+An internal function that converts an R vector of numerics or integers into
+an R list containing java.lang.Double objects. This method does not need to
+be used directly by the user, as \code{\link{train}} will automatically
+handle numeric responses if you're working in the regression settings.
 }
 \examples{
 x <- Numeric(1:5)
diff --git a/man/addTrees.Rd b/man/addTrees.Rd
index ddeeb92..3004baf 100644
--- a/man/addTrees.Rd
+++ b/man/addTrees.Rd
@@ -14,8 +14,8 @@ addTrees(forest, numTreesToAdd, savePath = NULL,
 \item{numTreesToAdd}{The number of trees to add.}
 
 \item{savePath}{If saving the forest, the directory to save to. Default is
-\code{NULL}. Note that you need to respecify the path if you're modifying a
-previously saved forest.}
+\code{NULL}. Note that you need to re-specify the path if you're modifying
+a previously saved forest.}
 
 \item{savePath.overwrite}{If \code{savePath} is pointing to an existing
 directory, possibly containing another forest, this specifies what should