To minimise handcrafting, Stent and Molina (2009) proposed learning sentence planning rules directly from a corpus of utterances labelled with Rhetorical Structure Theory (RST) discourse relations (Mann and Thompson, 1988).
the required corpus labelling is expensive and additional handcrafting is still needed to map the sentence plan to a valid syntactic form.