A popular method, the so-called distributional similarity, is based on the dictum of Zelig Harris "you shall know the words by the company they keep": given highly discriminating left and right contexts, only words with very similar meaning will be found to fit in between them.
we estimate the quality of paraphrases by annotating a random sample as correct/incorrect and calculating the accuracy.