try transformer models, like BERT, for pairs or sentences, I saw similarly that BERT is not as good as word2vec for single word similarity but shines for sente

try transformer models, like BERT, for pairs or sentences, I saw similarly that BERT is not as good as word2vec for single word similarity but shines for sentences (where context is important)