For a fair comparison, we reuse the hypernym graph as in TAXI (Panchenko et al., 2016) and SubSeq (Gupta et al., 2017) so that the inputs of each model are the same.
we restrict the action space to be the same as the baselines by considering only term pairs in the hypernym graph, rather than all |V | × |T | possible term pairs.