• New methods in incorporating linguistic knowledge into statistical systems to improve the start of the art: The papers by Caines and Buttery, Cook and Stevenson, Samaradzic and Merlo, and Su, Huang, and Chen all present a number of linguistic features that can be used for modeling or other corpus-based tasks. 
