Surprisingly, these two methods often achieve similar or better performance than PV-DBOW and PV-DM, which may be because of the high-quality pre-trained word embeddings.
doc2VecC achieves much better testing accuracy than these previous methods on two datasets (20NEWS, and RECIPE_L).