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Table 9 
Test set Precision, Recall, and F-measure scores for axiom parsing. These scores are computed over literals derived in axiom parses or full axiom parses. We show results for the old GEOS system; for the improved GEOS++ system with expanded entity types, functions, and predicates; and for the multisource parsers presented in this paper.
LiteralsFull Parse
PRFPRF
 GEOS 86.7 70.9 78.0 64.2 56.6 60.2 
 
GEOS++ Single Src. 91.6 75.3 82.6 68.8 60.4 64.3 
Maj. Voting 90.2 78.5 83.9 70.0 63.3 66.5 
Avg. Score 90.8 79.6 84.9 71.7 66.4 69.0 
Src. Confid. 91.0 79.9 85.1 73.3 68.1 70.6 
Pred. Score 92.8 82.8 87.5 76.6 70.1 73.2 
LiteralsFull Parse
PRFPRF
 GEOS 86.7 70.9 78.0 64.2 56.6 60.2 
 
GEOS++ Single Src. 91.6 75.3 82.6 68.8 60.4 64.3 
Maj. Voting 90.2 78.5 83.9 70.0 63.3 66.5 
Avg. Score 90.8 79.6 84.9 71.7 66.4 69.0 
Src. Confid. 91.0 79.9 85.1 73.3 68.1 70.6 
Pred. Score 92.8 82.8 87.5 76.6 70.1 73.2 
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