Table 1 compares our test results against previous methods that include KL12 (Konstas and Lapata, 2012) , KL13 (Konstas and Lapata, 2013) , and ALK10<cite> (Angeli et al., 2010)</cite> . Our method achieves the best results reported to-date on all three metrics, with relative improvements of 11.94% (F-1), 58.88% (sBLEU), and 36.68% (cBLEU) over the previous state-of-the-art.