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Performance

Benjamin Meyers edited this page May 18, 2017 · 2 revisions

► Performance

★ Word-Level Binary Classifier

Precision Recall F1-Score Support
(C)ertain 1.00 1.00 1.00 263908
(U)ncertain 0.91 0.83 0.87 3609
avg / total 1.00 1.00 1.00 267517

★ Sentence-Level Binary Classifier

Precision Recall F1-Score Support
(C)ertain 0.97 0.98 0.98 8627
(U)ncertain 0.92 0.89 0.90 2211
avg / total 0.96 0.96 0.96 10838

★ Word-Level Multiclass Classifier

Precision Recall F1-Score Support
(C)ertain 1.00 1.00 1.00 263901
(D)oxastic 0.65 0.68 0.66 229
(E)pistemic 0.70 0.72 0.71 1045
(I)nvestigation 0.72 0.77 0.74 220
conditio(N) 0.49 0.33 0.39 126
(U)ncertain 0.84 0.65 0.73 1996
avg / total 0.99 0.99 0.99 267517

★ Sentence-Level Multiclass Classifier

Precision Recall F1-Score Support
(C)ertain 0.97 0.98 0.97 8627
(D)oxastic 0.65 0.54 0.59 179
(E)pistemic 0.72 0.82 0.76 775
(I)nvestigation 0.71 0.71 0.71 156
conditio(N) 0.58 0.50 0.54 66
(U)ncertain 0.75 0.64 0.69 1035
avg / total 0.92 0.92 0.92 10838