Upon investigation, we found that their experimental setting does not match with the standard one.
when extracting the sentences from the RST-DT dataset, instead of using gold tokenization, they use an automatic tokenizer, which gives fewer sentences -865 test sentences instead of 991 and 6132 training sentences instead of 7673.