How to improve the accuracy of a Doc2Vec model (Gensim) in case of a toy-sized data set?
20 is a very very small number, even performing the following might not help.
However, you can try changing the parameters such as the window size, and the number of iterations. However, increasing the number of iterations a lot can cause the model to over fit. 
In my case, decreasing the window size helped.