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comparison_results_cv.txt
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comparison_results_cv.txt
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prefix-sensitive
precision
label chars_lstm_lstm_crf lstm_crf
I-LocOrg 0.242 0.309
B-LocOrg 0.513 0.398
B-Org 0.843 0.685
I-Person 0.872 0.663
I-Org 0.856 0.661
B-Person 0.870 0.658
O 0.985 0.958
I-Location 0.809 0.681
B-Location 0.655 0.562
weighted-average (without O) 0.821 0.649
unweighted-average (without O) 0.708 0.577
micro-average 0.956 0.906
recall
label chars_lstm_lstm_crf lstm_crf
I-LocOrg 0.134 0.043
B-LocOrg 0.357 0.150
B-Org 0.827 0.560
I-Person 0.929 0.722
I-Org 0.846 0.701
B-Person 0.865 0.650
O 0.985 0.967
I-Location 0.815 0.709
B-Location 0.705 0.558
weighted-average (without O) 0.832 0.646
unweighted-average (without O) 0.685 0.512
micro-average 0.956 0.906
f1
label chars_lstm_lstm_crf lstm_crf
I-LocOrg 0.150 0.067
B-LocOrg 0.408 0.215
B-Org 0.835 0.616
I-Person 0.900 0.691
I-Org 0.851 0.680
B-Person 0.868 0.654
O 0.985 0.962
I-Location 0.811 0.694
B-Location 0.676 0.560
weighted-average (without O) 0.825 0.644
unweighted-average (without O) 0.687 0.522
micro-average 0.956 0.906
prefix-agnostic
precision
label chars_lstm_lstm_crf lstm_crf
Person 0.917 0.734
Location 0.717 0.630
O 0.985 0.958
Org 0.883 0.736
LocOrg 0.497 0.389
weighted-average (without O) 0.857 0.711
unweighted-average (without O) 0.754 0.622
micro-average 0.963 0.917
recall
label chars_lstm_lstm_crf lstm_crf
Person 0.945 0.763
Location 0.758 0.634
O 0.985 0.967
Org 0.869 0.686
LocOrg 0.339 0.143
weighted-average (without O) 0.868 0.704
unweighted-average (without O) 0.728 0.556
micro-average 0.963 0.917
f1
label chars_lstm_lstm_crf lstm_crf
Person 0.931 0.748
Location 0.736 0.631
O 0.985 0.962
Org 0.876 0.709
LocOrg 0.393 0.206
weighted-average (without O) 0.861 0.705
unweighted-average (without O) 0.734 0.574
micro-average 0.963 0.917