As one can speculate, TF*IDF penalizes frequent content words (e.g., "gorillas" assigned 0.1 compared to "of" assigned 0.125), but frequent content words are more likely to be key words and should receive more attention during sentence aligning.
we also turn to PageRank, a famous keyword extraction algorithm, to infer word significance and give better share of weights for essential words.