Several alternatives now exist: MIRA (Watanabe et al., 2007;Chiang et al., 2008), PRO (Hopkins and May, 2011), linear regression (Bazrafshan et al., 2012) and ORO (Watanabe, 2012) among others.
these approaches optimize towards the best score as reported by a single evaluation metric.