The idea of using letter suffixes for unknown words is quite old; the early Klein and Simmons (1963) system checked all final letter suffixes of lengths 1-5. The unknown word features described on page 169 come mainly from Ratnaparkhi (1996) , with augmentations from Toutanova et al. (2003) and Manning (2011).