We believe that this is due to the fact that the adjectives in the dataset used in the previous experiment originate from WordNet and contain many words (e.g., handsome, crazy, spicy), which are less likely to be found in scientific abstracts.
the context vectors learnt for these words are possibly less accurate compromising the clustering quality.