@orenmel
It is a little weird, I downlaoded the context2vec model learned from UkWac and tested on SE3. Its accuray is 72.8% with your wsd_main.py code. But if I ran your explore_context2vec.py to write the context vectors into a file and compute similarity by myself, the accuracy became 73.4%.
So what is the epoch of the model? None of the accuracy above is equal with your accuray in the paper.
Thank you very much.