With weight logloss, we aim to optimize sentence vectors instead of individual word vectors: where the component loss functionl (•, •, •) is defined as follows: where µ s returns the average vector for the multiword string s, i.e.
in all experiments below, we used the same personalized historical CTRs, contextual and lexical features as the baseline system described in Section 3.