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Table 17 
Performance of the clash-based system for irony detection using gold-standard and automatic implicit sentiment information.
 positive classclashimplicit sentimentaccuracyprecisionrecallF1
ironic by clash + situational + other [imp-exp] or [exp-exp] gold standard (A) 56.99% 57.78% 55.88% 56.81% 
ironic by clash + situational + other [imp-exp] gold standard (A) 61.80% 100% 24.54% 39.40% 
ironic by clash + situational + other [imp-exp] or [exp-exp] automatic (B) 51.88% 52.86% 45.77% 49.06% 
ironic by clash + situational + other [imp-exp] automatic (B) 55.11% 100% 11.34% 20.37% 
 positive classclashimplicit sentimentaccuracyprecisionrecallF1
ironic by clash + situational + other [imp-exp] or [exp-exp] gold standard (A) 56.99% 57.78% 55.88% 56.81% 
ironic by clash + situational + other [imp-exp] gold standard (A) 61.80% 100% 24.54% 39.40% 
ironic by clash + situational + other [imp-exp] or [exp-exp] automatic (B) 51.88% 52.86% 45.77% 49.06% 
ironic by clash + situational + other [imp-exp] automatic (B) 55.11% 100% 11.34% 20.37% 
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