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Each version of model (CC, combined-context, CU), we instructed ten separate models with various initializations (but similar hyperparameters) to manage to your possibility that haphazard initialization of weights could possibly get feeling design performance. Cosine resemblance was applied as the a radius metric between several discovered phrase vectors. After that, we averaged the fresh new similarity beliefs acquired on ten models toward one to aggregate indicate worthy of. For it suggest similarity, i performed bootstrapped testing (Efron & Tibshirani, 1986 ) of all the object sets that have substitute for to check on exactly how steady this new similarity opinions are offered the option of decide to try stuff (1,100 full products). (more…)