In this work, we answer the above questions by adapting all these methods to the same IE task, and performing a rigorous comparative analysis.
the contributions of this paper are the following: • We are the first to adapt the mean teacher (MT) framework (Tarvainen and Valpola, 2017) to a semi-supervised IE task, in particular named entity classification (NEC).