diff --git a/src/operations.jl b/src/operations.jl
index da0bfc879..7d218b276 100644
--- a/src/operations.jl
+++ b/src/operations.jl
@@ -4,9 +4,9 @@
     accumulate(Δ, ∂)
 
 Return `Δ + ∂` evaluated in a manner that supports ChainRulesCore's
-various `AbstractDifferential` types.
+various [`AbstractDifferential`](@ref) types.
 
-See also: [`accumulate!`](@ref), [`store!`](@ref), [`AbstractRule`](@ref)
+See also: [`accumulate!`](@ref), [`store!`](@ref)
 """
 accumulate(Δ, ∂) = Δ .+ ∂
 
@@ -16,8 +16,9 @@ accumulate(Δ, ∂) = Δ .+ ∂
 Similar to [`accumulate`](@ref), but attempts to compute `Δ + rule(args...)` in-place,
 storing the result in `Δ`.
 
-Note: this function may not actually store the result in `Δ` if `Δ` is immutable,
-so it is best to always call this as `Δ = accumulate!(Δ, ∂)` just in-case.
+!!! note
+    This function may not actually store the result in `Δ` if `Δ` is immutable,
+    so it is best to always call this as `Δ = accumulate!(Δ, ∂)` just in case.
 
 This function is overloadable by using a [`InplaceThunk`](@ref).
 See also: [`accumulate`](@ref), [`store!`](@ref).
@@ -37,6 +38,6 @@ necessary for alternative approaches  (e.g. `copyto!(Δ, extern(∂))`)
 Like [`accumulate`](@ref) and [`accumulate!`](@ref), this function is intended
 to be customizable for specific rules/input types.
 
-See also: [`accumulate`](@ref), [`accumulate!`](@ref), [`AbstractRule`](@ref)
+See also: [`accumulate`](@ref), [`accumulate!`](@ref)
 """
 store!(Δ, ∂) = materialize!(Δ, broadcastable(∂))
diff --git a/src/rule_definition_tools.jl b/src/rule_definition_tools.jl
index 39f9d6673..29046ecd7 100644
--- a/src/rule_definition_tools.jl
+++ b/src/rule_definition_tools.jl
@@ -65,9 +65,9 @@ is equivalent to:
                  (∂f₂_∂x₁, ∂f₂_∂x₂, ...),
                  ...)
 
-For examples, see ChainRulesCore' `rules` directory.
+For examples, see ChainRules' `rulesets` directory.
 
-See also: [`frule`](@ref), [`rrule`](@ref), [`AbstractRule`](@ref)
+See also: [`frule`](@ref), [`rrule`](@ref).
 """
 macro scalar_rule(call, maybe_setup, partials...)
     call, setup_stmts, inputs, partials = _normalize_scalarrules_macro_input(