8 A user may end a post with a "hedging" emoticon just to express friendliness or politeness, and we found that often to be the case for VK data.
in order to investigate the effects of adding the pre-selected sample to the dataset, we conducted additional 5-way classification experiments using NNC and VK embeddings.