diff --git a/Project.toml b/Project.toml
index eab8c362c..92fb67ddd 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,6 +1,6 @@
 name = "DynamicPPL"
 uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
-version = "0.30.1"
+version = "0.30.2"
 
 [deps]
 ADTypes = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
diff --git a/src/utils.jl b/src/utils.jl
index bd5d365fc..1a2d1ffd7 100644
--- a/src/utils.jl
+++ b/src/utils.jl
@@ -286,8 +286,15 @@ function (f::ReshapeTransform)(x)
     if size(x) != f.input_size
         throw(DimensionMismatch("Expected input of size $(f.input_size), got $(size(x))"))
     end
-    # The call to `tovec` is only needed in case `x` is a scalar.
-    return reshape(tovec(x), f.output_size)
+    if f.output_size == ()
+        # Specially handle the case where x is a singleton array, see
+        # https://github.com/JuliaDiff/ReverseDiff.jl/issues/265 and
+        # https://github.com/TuringLang/DynamicPPL.jl/issues/698
+        return x[]
+    else
+        # The call to `tovec` is only needed in case `x` is a scalar.
+        return reshape(tovec(x), f.output_size)
+    end
 end
 
 function (inv_f::Bijectors.Inverse{<:ReshapeTransform})(x)