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Table 4 

Results on Jobs: Both Precise and our system use database type constraints, which results in a decisive advantage over the other systems. In addition, LJK11 incorporates learning and therefore obtains the highest accuracies.

System

LF (%)
Answer (%)
Cocktail (Tang and Mooney 2001) 79.4 – 
Precise (Popescu, Etzioni, and Kautz 2003) 88.0 88.0 
 
ZC05 (Zettlemoyer and Collins 2005) 79.3 – 
LJK11 w/base triggers (Liang, Jordan, and Klein 2011) – 90.7 
LJK11 w/augmented triggers (Liang, Jordan, and Klein 2011) – 95.0 
System

LF (%)
Answer (%)
Cocktail (Tang and Mooney 2001) 79.4 – 
Precise (Popescu, Etzioni, and Kautz 2003) 88.0 88.0 
 
ZC05 (Zettlemoyer and Collins 2005) 79.3 – 
LJK11 w/base triggers (Liang, Jordan, and Klein 2011) – 90.7 
LJK11 w/augmented triggers (Liang, Jordan, and Klein 2011) – 95.0 
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