To re-rank the obtained paths, POS-LM gives the perplexity score (Score LM ), which is the geometric average of 1/probability of each sentence, normalized by the number of words.
hard matching between words has long been an obstacle in identifying the relatedness of two sentences (ShafieiBavani et al., 2016b).