We observe that the values are highly correlated among the synonyms like "people" with "man", "three" with "3" in both situations.
words that might have contradictory meanings like "hoods" with "bareheaded", "quiet" with "busy" perform worse without the discourse markers augmentation, which conforms to the conclusion that the "contradiction" label examples benefit a lot which is observed in the Section 5.5.