Select it via Insert, Field, More Fields, Document, Filename, Path/File Name, Insert.
Nothing appears in document except small greyed area.
@RayH: Have you saved your document yet, so it really has a path/file name?
A hint: please don’t use “community wiki” checkbox when posting.