3 Surface n-gram Features<cite> Bansal and Klein (2011)</cite> demonstrate that features generated from bucketing simple surface n-gram counts and collecting the top paraphrase-based contextual words over Web1T are useful for almost all attachment decisions, boosting dependency parsing accuracy by up to 0.6%.