Similar to (Bannard and Callison-Burch, 2005), we weight our paraphrase probabilities using an LM to adjust it to the context of the input sentence.
the approach does not solve the more complex issue of polysemous paraphrases: words with the same category but different meanings, such as the noun bank as financial institution and land alongside a river/lake.