... area (Ratnaparkhi et al., 1994; Ber-ger et al., 1996; Pietra et al, 1997; Zhou et al., 2003; Riezler and Vasserman, 2004) In the most basic approach, such as Ratna-parkhi et al. (1994) and ... Conditional Maximum Entropy (CME) modeling has received a great amount of attention within natural language processing community for the past decade (e.g., Berger et al., 1996; Reynar and Ratnaparkhi, ... Zhang and Weng (2005). In this work, we use a total of 62 variables, which include 161 variables from Charniak and Johnson (2001) and Johnson and Charniak (2004), an additional 29 variables...